{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:48:09.568661Z",
     "start_time": "2019-01-29T13:48:08.003131Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面分析、可视化等可能用到的库\n",
    "import tushare as ts\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:48:11.590343Z",
     "start_time": "2019-01-29T13:48:11.362949Z"
    }
   },
   "outputs": [],
   "source": [
    "df=pd.read_excel('industry_cpi.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:48:13.045051Z",
     "start_time": "2019-01-29T13:48:13.012139Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>工业增加值</th>\n",
       "      <th>CPI</th>\n",
       "      <th>PPI</th>\n",
       "      <th>景气指数一致指数</th>\n",
       "      <th>景气指数先行指数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01-31</td>\n",
       "      <td>8.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.03</td>\n",
       "      <td>96.50</td>\n",
       "      <td>101.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-02-29</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.20</td>\n",
       "      <td>97.54</td>\n",
       "      <td>100.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-03-31</td>\n",
       "      <td>11.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.87</td>\n",
       "      <td>96.90</td>\n",
       "      <td>101.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-04-30</td>\n",
       "      <td>11.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>2.59</td>\n",
       "      <td>97.27</td>\n",
       "      <td>100.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-05-31</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.67</td>\n",
       "      <td>96.98</td>\n",
       "      <td>100.04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  工业增加值  CPI   PPI  景气指数一致指数  景气指数先行指数\n",
       "0 2000-01-31    8.9 -0.2  0.03     96.50    101.18\n",
       "1 2000-02-29   12.0  0.7  1.20     97.54    100.94\n",
       "2 2000-03-31   11.9 -0.2  1.87     96.90    101.00\n",
       "3 2000-04-30   11.4 -0.3  2.59     97.27    100.40\n",
       "4 2000-05-31   11.5  0.1  0.67     96.98    100.04"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:48:23.518831Z",
     "start_time": "2019-01-29T13:48:23.500879Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工业增加值</th>\n",
       "      <th>CPI</th>\n",
       "      <th>PPI</th>\n",
       "      <th>景气指数一致指数</th>\n",
       "      <th>景气指数先行指数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>8.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.03</td>\n",
       "      <td>96.50</td>\n",
       "      <td>101.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-29</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.20</td>\n",
       "      <td>97.54</td>\n",
       "      <td>100.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-31</th>\n",
       "      <td>11.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.87</td>\n",
       "      <td>96.90</td>\n",
       "      <td>101.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-30</th>\n",
       "      <td>11.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>2.59</td>\n",
       "      <td>97.27</td>\n",
       "      <td>100.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-31</th>\n",
       "      <td>11.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.67</td>\n",
       "      <td>96.98</td>\n",
       "      <td>100.04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            工业增加值  CPI   PPI  景气指数一致指数  景气指数先行指数\n",
       "date                                            \n",
       "2000-01-31    8.9 -0.2  0.03     96.50    101.18\n",
       "2000-02-29   12.0  0.7  1.20     97.54    100.94\n",
       "2000-03-31   11.9 -0.2  1.87     96.90    101.00\n",
       "2000-04-30   11.4 -0.3  2.59     97.27    100.40\n",
       "2000-05-31   11.5  0.1  0.67     96.98    100.04"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.set_index('date')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:48:28.457328Z",
     "start_time": "2019-01-29T13:48:28.090308Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[['景气指数一致指数','景气指数先行指数']].plot(figsize=(16,6))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-29T13:52:39.617532Z",
     "start_time": "2019-01-29T13:52:39.250496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sAjpSfW4ZxCSEECJz3B3DlwbrqueB+/fgckJRkh+TR+IzrfICTAghhjNlyhSOHj1KW1tbto8ybjgcDqZMmZLopmCk/DeRHwC3q6rarSjKncBNwMpUnleCViGEEJnjdkJhZXL3rZ6rXbbvhaIzM3cmg/IGpTxYCCFSYbVamTlziCGAYqxUAEsURdkEnA6sHub+A0h5sBBCiMxxO5PPtNbEBK1iAI8/Zk+rDGISQghhHD9Cy6weByqBP6b6AJJpFUIIkTmudiisTu6+ZVPB4pCgdRCxmVbpaRVCCGEUqqpuBhaN5jEk0yqEECIzQkHwdiWfaTWZoWqOBK2D8ElPqxBCiDwlQasQQojM8HRql8kGraBNEJZdrQl5A2GK7VqBlPS0CiGEyCcStAohhMgMt1O7THYQE2i7WrsOQ8CTmTMZmCcQosQhQasQQoj8I0GrEEKIzHC3a5dFSfa0gpZpRZUS4QS8gRClDisAfhnEJIQQIo9I0CqEECIzopnWFMqDJ56sXTa9n/7zGJw3LtMqPa1CCCHyhwStQgghMmMkQWvlLHCUQeO2zJzJwLyBsJQHCyGEyEsStAohhMiMkQStigKTl0Lju5k5k4F5AyFKC7TyYAlahRBC5BMJWoUQQmSGywm2ErDYU/u4yUuhdSf4XZk5l0HF9bRK0CqEECKPSNAqhBAiM9zO1CYH6yYvBTUEzR+m/0wGpaoq3mBfebAMYhJCCJFPJGgVQgiRGW5naqXBukmnapfS1xoVCKmEwioFVjMWkyLlwUIIIfKKBK1CCCEyw+1Mbd2NrqQOyqZK0BrDGwwB4LCasZpNMj1YCCFEXrEMdwdFUcqApwAz4AKuBeqBA5G7fE1V1e0ZO6EQQghjcjuhdsHIPnbyqRK0xvAGIkGrzYzVrEh5sBBCiLySTKb1i8B9qqpeChwD7gL+qKrq+ZE/ErAKIYQYaKTlwaD1tXY1gKs9vWcyKF9AC1IdFhM2i0nKg4UQQuSVYYNWVVV/rarq65H/rQGCwCcURdmsKMqjiqIMm60VQgiRZ/xuCLhHNogJtKAVZPVNhCfQvzxYglYhhBD5I+meVkVRzgQqgNeBi1VVXQ5YgcsT3Pc2RVG2KoqyNRgMpu2wQgghDMLToV0WjqCnFWDiyaCYpEQ4wjsgaJWeViGEEPkjqSypoiiVwK+AzwDHVFX1RW7aCszpf39VVVcCKwGKiorkN6sQQuQbvax3pOXB9mKomS9Ba4Q3Uh5cYI30tEqmVQghRB4ZNtOqKIoNeBb4tqqqDcATiqKcpCiKGbga+CDDZxRCCAG8Vd/OnU+/n+1jJMft1C5HGrRC3zAmVd777Mu0mrRMqwxiEkIIkUeSKQ++GTgV+K6iKGuAj4AngPeBt1VVXZ254wkhhNBtqG/nz+81EjRCls2tlwePJmhdqpUZdx5Ky5GMLLanVQYxCSGEyDfDlgerqvob4Df9rv6PzBxHCCHEYDx+LXDxBcNYzDm+ZlvPtI5kT6suOoxpG1TOHP2ZDEx6WoUQQuSzHH/VI4QQQqcHLj4jlIa627VBSo6ykT9G7UKwOGSCMDErb6wm6WkVQgiRdyRoFUIIg/BEg9ZQlk+ShN4WKKgEk3nkj2G2woQToUmCVm9QVt4IIYTIXxK0CiGEQUQzrQEDBCzHtkPdwtE/Tt1CaNud98OY9NJwh9WMTYJWIYQQeUaCViGEMAhPJFj15nqmNeCFYzv6elJHo3oeeDr7emTzlL7yxmHRpwfndxAvhBAiv0jQKoQQBuH1GyTT2rIDwoE0Ba1ztcu2PaN/LAPzBkNYzQoWswmrTA8WQgiRZyRoFUIIg/AYZRBT4zbtMh1Ba00kaG3fO/rHMjBvIITDovUHyyAmIYQQ+UaCViGEMIicG8TU/CE0fzDw+sZtUDIRSieN/jlKp4C1UILWQAi7VQtapadVCCFEvhl2T6sQQojc4Mml8mBVheduAjUMX3sXFKXvtsZt6cmyAphMUHWCBK2BMAU27X1m2dMqhBAi30imVQghDEKfHpwTg5jadoOzHjoOQOuuvus9ndr1k09N33NVz4W2fA9a+8qDbRYT/lwvERdCCCHSSIJWIYQwCE8urbzZ9WLkPxTY/WLf9U3vaZfpyrQC1MyD44fB707fYxqMJxDCYdV7Wk3S0yqEECKvSNAqhBAGoKpqbg1i2v0CTDlN+7Prhb7r9SFMk05J33PpE4Sd+9L3mAbjDYRwWLVf2TazQiAURs3z3bVCCCHyhwStQhjUE5sa+O5ftmf7GGKM+IJh9Bgl64OYug5rA5gWXAkLPgHHPoTOBu22xne1INNRlr7n04PW9nwOWsNxmVZVhVBYglYhhBD5QYJWIQxq034nL21vzvYxxBjR+1khBzKtu1/SLud/QvujX6eqcHRrekuDAapmg2LK612t3tjyYIv2q1uGMQkhhMgXErQKYVD+UJgudyAumBHjlzemjzXrf+e7XoTahVowWTVb++/dL0J3I7ha0x+0WuxQMSOvJwh7+/W0AtLXKoQQIm9I0CqEQel7Gtt6fFk+iRgLnlzJtLra4fDGvgwraP99+G3Y+6r2/+mcHKyrnpfnQWuYgpieVkB2tQohhMgbErQKYVD6C9aWbm+WTyLGgr6jFbI8PXjPKm0364KYoHXBJ7Tr1v0MzDaoW5z+562eo63SCQXT/9gG4A0OzLRK0CqEECJfSNAqhEHpexpbuiXTmg/iM61ZLA/e/SKUTYMJJ/ZdN+FE7bqeJpiwRCvnTbeaeRDyQ1dD+h/bABKVBweC0tMqhBAiP0jQKoRB+SNDWCTTmh/GbBBTOAze44lv8/XA/je1zKqi9F2vKH2Z13T3s+qiE4Tzr0RYVVVtenBkAJM+iEl6WoUQQuQLCVqFMKiAnmntkaA1H8SWB2d0ENO2x+AXi7Xe1f52v6xlO2P7WXULP6ldTj09M+eqnqNd5mHQqr9J4bBpmVbpaRVCCJFvJGgVwqCiPa3HJWjNB3p5sNWsZDbT2vQ++Lrh3ccH3rblEaicDdPOHHjbtDPgy6/Bok9l5lwFFVBUC235F7Tqb1I4LNLTyo4/wV++CkFpixBCiHwiQasQBtU3iElevOUDPWgtL7RlNmjtOKhdbnksfuhR03twdDMsvxVMg/zqmHY6mMyZO1tNfk4Q1tcd5fUgpoAXXrwTnvsyfPB/8NHz2T6REEKIMSRBqxAG5Zfy4LyiZ9vKC6z4Mlke3HEASiZC91HYu6rv+s2PgLUITvp85p57ONVzoH0PqPk1gEh/w8IRWXkT3dOaL4OYOg7CY5fC1kfhrK9D1RzYvDLbpxJCCDGGJGgVwqD0QUytkmnNC3pPa3mhNXOZVr9bmwC89EYom9oXGLg7YPuzcNK1UFCemedORvU8bUiUqy17Z8gC/Q2Lgkim1WbJo57WcAh+exl0NsDnn4JL79Gy/Y1boXFbtk8nhBBijEjQKoRB6S9Ye31Ben35ubsyn+jZtrICa+YGMXUe0i6r58CyL8PBddC6G979PYR8cNqtmXneZNVEJgi37cnuOcZYtKc1H8uDuxqgpxku+U+Yd5l23UmfB1uxlv0XQgiRFyRoFcKgAqEw1cXaPsxWWXsz7nkDYewWEw6rOVoannYdB7TLyllw6g1gtsM7D8KWR2HGuVC3MDPPm6zKWdqlHlznCf0NC3u/8uC8CFqd+7VLfeURgKMUTvqcNpQp0ZRrIYQQ444ErUIYVCAUZkpFASDDmPKBNxCiwGbGYTVnrjxYD1orZkJRNSz+DGz7LRw/rJVkZltxnXbpas3uOcaYLzKIqaBfplVvERjX2vdpl/rKI91pt2rZ/3d/P/ZnEkIIMeYkaBXCgMJhlUBIjQatrTKMadzz+EM4LGbsFhO+YIbKgzsOQGFVX9+qHqiWToZ5V2TmOVNhLQBbCfTmZ0+rXh5s0zOtmZwinSuc9eAo174vY9XOh5krYGu/KddCCCHGJQlahTCgQFh7sTq1shCAFikPHvc8kUyr3WKOZt7SruNAXwkuwORT4bRb4KIfgNmSmedMVXEN9LZk+xRjyhvs19OaT4OYnPug6gRQlIG3Lf8KHD8SP+VaCCHEuCRBqxAGFIiUBVYUWim0maU8OA94AiEcVjN2qykaxKRdx8H4oBXgip9rU4NzRVFt3k0P9vj1Pa3ar2xbtDw4H4LW/QNLg3VzPw7l0+EvX4Vtv0vbKiRvIMTWQx1peSwhhBDpIUGrEAaklwXazCbqSh0ck0zruOcNhCiwmrBbTARCKqFwmvsZgz4ta9U/aM01xbXQm189rf1X3lgt+p7WcR60+l3Q3QhVsxPfbrbAl/4Gk06GF74BT3wKug6P+mlf+rCZzz70Nu298magEEKkk6Iov1YU5cqRfKwErUIYkF4WaLWYqC2xy/TgPODx9w1iggwELJ0NgGqMoDXPBjH1Lw+O9rSO90FMznrtsmqQTCtAxQy44W9wxX1wdAv85mzoOjKqp+3xBlBV6PYERvU4Qggh+iiKci4wQVXVF0by8RK0CmFA+vRYayTTKuXB458nEKLAqg1iAtI/jCl23U0uK6oFTyeE8ieg8EZ6mPW/+7xZeaMHrYOVB+tMJjjtZrjxJfB1w/43RvW0wUgVg9ufoTJ8IYTIM4qiWIGHgUOKonxyJI8hQasQBqS/WLVbTEwoc9DS7UVNUz9XOnS6/PzHCx+N//LFMRTtabVo2ba0r70xStBaXKNd5lFfqzcQwm4xoUSGEZlNCiYlD4LW9npASf57cuJJUFCpZVxHQe8V1suyhRBCjNoNwE7gJ8ByRVG+luoDSNAqhAHpZYFWs1Ye7AuG6fbkztqH9fXt/PatQ+w+1p3to4wbXn98pjXtL6g7DoCjDAoq0vu46VZUq13mUV+rvqM3ltVsGv+DmJz1UDZVW3WUDEWBKafBkdEFrcGQZFqFEGIELIqibI35c1vMbacAK1VVPQb8Abgg5QdP1ymFEGMn2tMaKQ8GaOnxUlZozeaxovReMMm0pk905Y1VLw/OQKa1clbi1SK5pDg/g1aHJT5otZlNBIK5U12REc59gw9hGszU02Dfq1oJ+QjfgAlG/n31SKZVCCFSEVRVddkgt9UDetnMMqAh1QeXTKsQBuSPBq1KX9CaQ8OYerxa1leC1vTRe1r14CXtu1r772jNVUV6eXA+Ba3h6LobndViGt/lwao69LqbwUw5Tbs8um3ET+2PZFo9kmkVQoh0eRS4QFGUdcA/Aj9L9QEkaBXCgPxxK2/sADk1jKnHq2Va054NzFOqquINhLFbYzOtaXxBHQpoq0KMELTmYaZV72eOZTUr4zto7W3VhipVnZDax01eCoppVH2tkmkVQoj0UlW1R1XVz6qqukJV1TNVVW1M9TEkaBXCgPQXqzaLidqS3M20StCaHvrXsSBTg5i6DoMaMkbQaisCW3HeDWIaGLSO855W5z7tMtWg1V4CtQvh6OYRP7VMDxZCiNwzbNCqKEqZoiirFEV5TVGUvyiKYlMU5VFFUd5WFOV7Y3FIIUS82J7WApuZUoclp4LW7mimVV70pYNeplhgNWVmEFPHQe3SCEEraCXCeZRp9SUoD7aZTeN7T2uy624SmbJMKw8Ojyyol+nBQgiRe5LJtH4RuE9V1UuBY8DnALOqqmcCsxRFGcFvFCHEaPiDfdODgciu1twJWo3c09rU5aHD5c/2MeLoZYoZG8RklHU3uuLavOppTVwebCJgwJ+vpLXvA4sDSqek/rFTloPvOLTvHdFT6+XBbn/uTGQXQoh8N2zQqqrqr1VVfT3yvzXAdcAzkf9/DTgnQ2cTQgyirzxYm/SqBa2519NqxPLF2/+wjX//645sHyOOHrTG72lNZ6Z1v1Zyqw85ynVFNdCbX+XBBf2DVss472l17ofK2WAaQRfT1OXa5QhLhAOy8kYIIXJO0r8NFEU5E6gAjgB682wHUJfgvrfpO3qCQXmnUoh00zOYeqa1ttROaw5mWtM+4XYMtHb72NF4PNvHiNNXHmyOlomm9WvbcQAqZ+b+uhtdcS30tmT7FGPGG8zTntZU193oKmeDoxyOjDRolfJgIYTINUkFrYqiVAK/Ar4M9AL6pu/iRI+hqupKVVWXqaq6zGKRVbDCOA61u3hlR3O2jzGs2EFMABNKHbSs/Ll3AAAgAElEQVT2+AiHc6PHLbqn1YAvqnt9QRo63Dn1gtUbWx6ciUFMRll3oyuqBU+HNvU4DyRceWMexytvQgHoPDSyflbQsrNTThvxBOGgZFqFECLnJDOIyQY8C3xbVdUGYBt9JcEnAYcydjohxtjvNh7in/7vvWhPU66KHcQEWnlwMKzS4c6NXkyjZlpVVcXlD6KqUN/am+3jREV7Wq3m9A9iCoegs8FYQau+9sbVnt1zjBGvPxR9s0I3rgcxdTZAOAhVoxiZMXU5tO0GT1fKH6r/+yp7WoUQInckk2m9GTgV+K6iKGsABbheUZT7gGuAlzJ3PCHGltPlJxhWaT6eO6W2ifhD/Qcx6btas3/ucFilNzLAxB8y1os+tz+EGokD9rX2ZPcwMfQXz46YoDVtmdaeYxAOQPm09DzeWIgGrfkxjMkbDFFgy6M9rSNddxNryjLtsnFbyh8aiFSsyJ5WIYTIHckMYvqNqqoVqqqeH/nzOHA+sAm4QFXV3Gr+EmIUOiNTYw93uLN8kqFFy4OjPa3artbWHBjG1BvJVILxMq0uX18P/t6W1DKtG+vbuefFnek+EhA/PdhiNmE2KekbxNQTKYcvmZSexxsLRZGgNQ+GMYXCKoGQisOSoKd1vE4P1tfdjLSnFWDyMkAZUYlwUDKtQgiRc0Ywlg9UVe1UVfUZVVWPpftAQmRTh0GC1r5BTH3TgwE2HXCiqtktGdT7WcF4Pa29MUHrvpbUMq2Pv32IRzccjHuMdPHGlAcDOCymUb0h8MyWI/xAn5Dc3aRdlk4c1RnHVHFkynEeZFq90cnR/XpaLeO0pzXogw+fhtLJUFg58sdxlELtghEFrYHoyhsJWoUQIleMKGgVYrzqjPSENjhzO2gNhMIoCphNWtA6qczBpQvreGjdAe585oOs7hfU+1nBeJlWPeAsspnZk0LQqqoqmw92AHA4A9873sjXUZ8ga7eaR1UevHL9AX6/qUF7k8bQmdbxP0E4dt1RLNt4nR782vfh2Ha44uejf6zaBX07iFOg9wrn0jA2IYTIdxK0ChFDz7QeyfVMayiMzWxCiawoURSFB69byp2XzOX59xv51AMbOdCWnUFCsUGr0V5U60HrSVPLOdLhSTr4r2/tpdOtZZgbnK60n8vTL9Nqt5hG/IK6wemivrUXVYUN9e1aptVkhcKqtJ034+zFYC0ct+XBn/nNRv73Ta2vs3+WXWczmwgEx9kgpl0vwOaH4Iw7YN5lo3+84glaz3aK1SfBsGRahRAi10jQalCqqsb134nR8/hD0exVrpcHB4JqtJ9VZzIpfP2iOTx+03Jae7x89sG3s9Lz1uPtKw9OW9/lGHH5tPOeMq0cSH6C8DuRLCtAQwa+d/TeOn0Ik91iGnGm9Y1dWkmtw2pi3d42LdNaMlFbE2IkRTXjsjzY7Q+yraGT/3mznqOd7miW3T6gPNjgg5j2vAJrfgxN72lBZddh+OsdMOkUuPju9DxHyQQIuMGXWqm//mZANitWhBBCxDPYqxSh21Dfzqn3vI6zN/uDd8YLfV2Mw2rK/aA1FMZqSfzju2JuDfd+aglOl5/tjamvexit7kjQWmgzG25QjP5G0ClTK4DkhzFtPthBbYmdqiJbRjKt3kAIh9WEKVIObreYR/yGwJu7WzmhtpiL5texfl8banfTkP2srT3e3BxIU1wLveMvaG3s9ABa3/rPXt0T09OaYBCTUYNWVYVV/wJrfgQrz4dfLILff1K7/h8eA4stPc9TMkG77Elt/EYgkmn1Gqy9QQghxjMJWg2qqcuDLxjmWA6sOBkv9MnBSyaXcdwT4Lg7MMxHZI8/GI4OYUpk+UxtgElsBnBQ3c1Q/0bfn0Nvabs7R0gvD64qtqVvLcsY6YkErYsml2Izm5IaxqT3s54+q4ppVYUZ6Yf2BEJx5aEO68gyrT3eAO8cdHLRglpWzK2mpduHv7NRy7QmEA6rXPWrt/juX7aP+OwZU1wHrvFXHnw0ErSeMauS599vYssh7Wc4UU+rYTOt7fu0zOqF34dP/lrLrnq64JP/m959wXrQ2pta0BqM9LT6Q+Gc39kthBD5wpLtA4iR0fd0xvYPitHR+1lPnlrOlkOdHOl0U1ZYluVTJRYIhaM7WhOpKrYzp7aYzQc7+Mfzh3ggVYUnroa23fHXz7pAy3iMYHqn/j1ZXWw3XNCqZ1rLCqzMqilibxJB65EOD8e6vSyfWYnFpEQHMqWTxx8ftNot5hENuVq/r51ASOWi+XVMrSwAVEy9zVD68YT339F0nGPdXl7c3swPrlxEWaF1pJ9C+hXVwOFN2T5F2h3t1N70+OHVS7j2obf5xet7gYE9rVazKTowyHD2vaZdnniNth/4lC9m5nmKR5hpjQlUPYEQJUP8WyuEEGJsyL/EBhWIBAO9ORq0rtnTGs1cGoU+OfikqVo/Yy5PEPaHwtgGKQ/WLZ9ZydZDnYTCQ7ywPbhWC1gv+nf48mvan8t+Cg1vwcrzoPmDlM/W7Q1gs5gotlsMWR5sUrQAYW5dSVLlwe8cdAJw+sxKplUW0nTck/ZeXk8ghMMWE7RaTXhH8Bxv7GqlrMDKqdPKmVhWwEk1Jqwhz6CZ1nV7tUymPxjm+fcbR3b4TCmuBbcTQrn5b+BIHe30YDObmFVdxDcunkN35N/4AStvzCZCYXXon+9cVf861MzXAtZMGml5cMybATlZGi+EEHlIglaD0t8JzsROyNHy+EN8+XdbeHbbkWwfJSV6pvWkKVrQmst9rYHI9OChLJ9ZSa8vyK7m7sHvtPlhKKzWpnVOO137c/ptcNMrWonwo5fCjj+ndLZuT5BShyXSd2msoLXXF6TIZkFRFObWFdPY5Rn2Z2zzwQ4qCq2cUFPM9KpCVLWvxDNdvIH+mdbU97SGwipr9rRy/rwaLJHvnY9Pi5RBFk5I+DHr9rWzcGIpiyeX8tSWI1nfARynqAZQwd2e7ZOk1dFOD5MrCjCZFD6/fBqzqouABD2tFq09wHAlwr5erQVhziWZfy57iTZlegSZ1hK7VojmkbU3QgiREyRoNSj9hUrspNZc4fYHCavGWxfQ6fKjKDCpvIDKIluOB63qkOXBkERfa9dh2PMyLP0SWB3xt01ZCret1fYcvvwvKZ2txxugxGHFbjHhN9z04CBFkRerc+pKAIbta918qIPTZlRiMilMr9ICjHQPY+rf0zqSQUwfHO3C6fJz0YK66HVn12pv1HzUWzjg/j3eAO82dLJibg3XLpvKruZudjQO8QbIWCvWd7WOr2FMRzvdTKkoALRs6t1XLWJ2TRETy+J/RvU3rQwXtB5cC+EAzLk088+lKFq2NeWe1jClBVopvNF+jwkhxHglQatBRXtaczHTGnln2miloZ3uAOUFVswmhamVhTm9q3W4QUwAE8sKmFZZyOZI+eoAWx/TLpd9OfHtxTWw6FNaJsuT/BTiHq+eaR35WpZs6fUFKXZoQeu8aNA6eInwseNeGpzu6BsE06u04C/dpeUef4iCfuXBqX5t39jVgtmkcN6cmuh184u0z21Dy8BprW/vdxIMq6yYW81VJ0/GbjHx9NbDI/wMMqAoErSOs7U3Rzs90aAVtGngb/zz+ZQ44vuJrdGgNYey38nY9xrYSmDqGWPzfPqu1hQEwiolDsm0CiFELpGg1aD6Mq25F7TqKxqMlgHocPupKNJevE+vLMzpTKt/mEFMuuUzK9l8sGNgWWfAA9seh/lXQNmUwR9An+TZeTDps+mZVpvFZLg3Lnp9oWimdWplIXaLachhTJsjk11Pn1kFQFWRjWK7Jf1BayAcVx46ktLrN3a1smx6RdwwJZtbezG/qmHg/dfta6PQZmbZ9ErKCqxcvmQif32/KfrznXXRTOv4mSDs9gdxuvxMqRiY+e7PmguZVlWFjb+C9vrk779vNcw+P31rbYZTMoKgNSbTKj2tQgiRGyRoNahcHsTk8WtnM1oGoNPlp7JQeyE1rbKQxi5PVtcdbD96nK/+YRtPvH1owG2BJAYxgRa0droD1Lf2yxbu+DN4OmD5bUM/gB60dhxI7tBAtzdIiUEzrS5fkGK7FhyaTQon1Bazt//XLsbmg06K7RYWTNSysoqiMK2yMO3lwdqe1vie1lSCxwani93Herg4pjQYgO5mvJYydrYFaOqK78Ndt7edM2dVRb/Prlk2lR5vkFU7mkf+iaRT8fjLtOo7WmMzrYPRKy1i3xh6/r1GvvHUe7SP1f7u7iZ47Xuw6YHk7t+6C7qPjk1psE4PWpPsxw6FVVQVSh0StAohRC6RoNWggpGJkTk5iEkvDzZaptXVl2mdVllIKKzS1DX2e3D3HOvhK09s5cr/3cCqHcd4bWfLgPskM4gJtIm20K+vVVVh80Pa9M4Z5w79ABUztMsUglYt02oxZKbVFRnEpJtbVzJkT+vmgx0snV4RHWwEWolwujOt2iCmvudItTz4F6/vxW4x8YmT+k0J7mlGKdWue+GDpujVDU4XhzvcrJjbV0p8xqxKplcV8vSWHBmwZisGS8G46mk9mkLQqr+ZEJtpfXl7M399v4lP/M8GtjWkf/XSAC0faZcH1yd3f33VzQkXZ+Y8iZRMgIALfMOvr4K+r2dpgfbvgDtXKguEECLPSdBqUP4cHsRk3J7Wvkzr1EqtPG+sS4Rf2XGMj/9yHRvrnXzr4rmcNLU8YUYtEBx+EBNowXddqT1+d2jju9oqm+W3aoNKhmIr0tahdKRSHhyk1GEd0bCgbOvx9vW0AsypK6b5uJfuBD9nzl4fe1t6o/2suulVRRzpdKd1FUmiQUz+YDipab4fHu3i+febuOXcmUws6xcMdTdhq5zC+fNq+Plre/nwqNa7rK+6iQ1aFUXhmmVT2XSgg4+ajo/6cxr1JGJF0fquXeOnPFjf0ZpaeXDf17HLHWBmdRE2i4lrH9rEb986mNmJzy3btUvnPuhOIgO/73WoWwKlkzJ3pv70Xa29A9/8SyQatEYzrbn3xrAQQuQjCVoNSi8PzsWeVr2cykg9raqq0ukKUF6kvVCZVjX2Qas3EOKeF3cyr66E9f92Ad+4eA6VhVa8CVab+ENhrEmUByuKwvKZVfF9rQf+rl0u/kxyB6uclXSmNRgK4/aHoj2tYZWsllinyuUPUmzvC1r1YUy7mgZOzV2zJxLYxQw2Ai3TGgipA8ptR8Pjj9/Tqu/sHC7bqqoq9768i6oiG7efN3vgHXqaUUom8otrTqamxM5X//AunS4/a/e2M7WygBlV8cHTF0+fRnWxjW//efuo/l7/9kETy364GvdoA4Ki2qSDESPQd7TWFNuHvW+intYuj595dSW88LVzOH9eLf/xwk6e3Xo0Y+el5SMwRXqkG94a+r6eLjiyaWxW3cSK7mpNrqw9GHkTIJd7Wl2+IGEj7ucVQohRkKDVoGQQU3q5/SH8oXA00zqh1IHNbBrToPX3bx+iscvD965YSHnkHA6rOWGmNZnpwbrlMys51u3lSEckiGp8F6rmQEFFcgernJl00Kp/P+o9rTB8YJVLYlfegPa1s5lNrN41MDB6c3crtSV2Fk0qjbt+eprf8AiHVXzB8IBMK8R/bVVV5bDTHZdZe2NXK5sOdPDNi+cMmD5LKKCV1pZOoqLIxq+/eCptPT6+/tR7vL2/nRVzalD6ZeLLC23cfdUiPjx6nMfeSj773t87B5w4XX52H0uuZHNQxbXjahBT7I7W4UR7WmP+ne10BygvtFJWYGXl9UuZVV3Ei9sz2IPc8hHMvhDsZXBw3cDbw2FtJ+uL34L/OQXCQZh3eebOk0g0aE0y0xrWM625WR7s8Yc440dv8FIm/16FECIHSdBqUHpJWE73tAaN805wh0vbV6n3tJpNClMqCsZs7U2ny8//vlnP+fNqOGdOdfR6h9WMN0GJbSAUjgaFw+nra3Vq/ayNW2Hy0uQPVzlLy2b5Bh9IpIsNWvWeO6OUifuCIQIhNS7TWuKwcs6calbtOBYXDPqDYdbubePC+bUDAoy+Xa3p+d7R//4L+g1iAvDFvKB+c3crK376d6556G02HXASCIW5d9UuZtUU8bnl0wY+cG8LoGrl38BJU8v5wVULWb+vHZc/xLn9Msi6K5ZM5OIFddz3+t4RD5zSB4PtTJDBTklxLXQ3Qji3AouRit3ROpzontbIz5eqqnS5/dE3vEwmhYsW1LJpvzMzvycCXmjfBxNPhOlnwaF+fa2qCo9fCb+7HD54CmZfANf9Caaelv6zDCXFTKv+u7XYbkFRwJtjmdYOt58ebzCtlRxCCGEEErQalP7uek4GrQYsD+50a0GrnmkFra+1oSO9U2AH86s36+n1Bfn2ZQvirndYTQnLgwNJrrwBOKGmmMoiGxv3O7Vpn70tqQetkNTaG733s7TA2he0GuT7QJ/EXRRThgvw8UUTONrp4aOYAGvLoQ56fUEu6j+Nl74sfbomCOs/T3F7WhNksfXM7sF2F59buYmP3b+OA20uvn3ZgsTfK3oPYkx/4ReWT+Mzp06h0GbmrBOqEp5HURR+ePVirCYTd/1pO6qqoqoqh9pdvLKjOak3KfSgdVfzKIPWWReAt6tvwI/B9d/ROhSrJb6n1eXX3nSpiFlpdOH8OvyhMBv2taf/sG27QQ1B3WKYea5WjXG8se/2Q+uhYQOc92/wL/XwD4+N7QAmnb0UrIVJl5HrZe9Ws4kCqxl3jgWt+r9TRvr9KoQQ6SBBq0EFYgYxZXTQxggYcRBT/0wraEOMDqd5CmwiDU4XT2w6xDXLpjJvQkncbXZL4vLgQCi5QUygZVzOm1vDmj2thI5u1a4cSdCaRIlwfHlwpIQ1QdCdi1w+7etc3K+M9uKFdZhNCq/s6Nv1+MauVmwWE2cnCOzMJoWplQVpy7TqP09xK2+senlw3/dGp8uPSYF1/3oB37tiAcfdAc6dU83FC2oTP3BPZFpwSd9EYUVR+Ok/nMjaf7kgOogmkQllDu66fD5vH3Byw2ObOee//875P1vD7X94l5e2Nw36caD9rDkjP2+jDlrnXwElk2DzytE9Tg5IZUcrDOxp7Yq88VYeE7Qum1FBqcPCm7sz0PerTw6uW9w3hfzQhr7bN6/UWhDO+ZY20C1bFAWK61LOtFrMCoU2c/TnL1fob1T7DbZSTgghRkuCVoPSX6gEQmrO9Qwasac1mmntF7R2e4Mcd2d2QvNPXtmDxWTizkvmDrjNYTUnDPq0ntbkf3wvWlBLpztA666N2uCUCYuTP2DFTO3SuX/Yu0YzrY7YTGtuvegbjP5iUN/TqqsssnH6zMroflJVVXljdwtnza6iMGY9TqzpVUUcSlOmVf95ii0PdkS+trFZ+I5IaWihzcIt585i03cu4rEbTxvQlxqVINMK2pscNSXDDwL6/GnTWDG3hu2NxzlxShn3fHIRBVYzHx4derKwnmWdWV3E7mM9oxsoY7bCsi/D/je1UlUDS2VHK/T1tOr//ndF/p0qj6kWsZpNnDevljd3t6V/cE/LDm3lUOVMLXB1lMOhSF9r1xHY/RKcegNYk/t8MqpkYvI9rZHfWzazCYfVnHODmKJBa4793hdCiEyToNWgAjH9orlWImzE8uAOl/aCL7Y8OF0ThAOhML9eU5+wB2l/Wy8vbW/mlnNnUlvqGHC7w2rCHwrHrU9RVRV/KIwtyUFMAOfOqcFiUvAf3gITloBl+KCk7xClUFSTUqZVW3kzMLDKZa7IJNvYQUy6yxZPYH+bi/rWHva3uWhwurlo/iAZTLRhTIc73GmpgvD4ta9fQcJMa8wQHlcgrjTUajYN/cZGTxOYbVCYuAx4OCaTwu+/vJz3vn8Jv7luKdefOYMFE0v4qHHo7KketF554kTc/hANo+0bX3qj9nlseWR0j5NlqexohZie1si/s/obbxUx/4YBXDS/lvZeHx82jn5NUZyWHVC3EExmMJlgxjl9+1q3/Va7XHZzep9zpEqSz7QGo5lWU05mWl0+KQ8WQuQnCVoNKrZPMNcmCEfLgw1UvqSXVpbE7OiclqZdrQ+t3c9PXtnDf720a8Btv994CKtZ4YYzZyT8WL0kNLZEOBgJYG1JDmICKCuwsnx6GdXdO1MrDdZVzkpqV6u+NzhuEJNBXlzpb/4kClo/tmgCigKrth+LllpemKCfVTe9shC3P0Rbr2/U50pYHpxgEFOHyx9XKTCs7mZtSM1wu3qHEZvJXTSpjJ3N3UNm9epbeymwmrl4ofb1G3WJcHENLPoUvP9/4BvlNOIsSmVHK/T9/PeVB2s/e7FvXACcN7cGkwJvJpiAPWKqCsd2QN2ivutmnAtdDdBeD9t+B3Mvg4rp6XvO0SiZmHRPqz/a06rkZk+rZFqFEHlKglaDCoTC0deavbkatCaYepurOt1+KgptcZNgp0aC1mSGMbX3+vjKE1vZ2xL/orm+tYf/eaOeUoeFl3c0U9/ad3u3N8Bz245y5YmTBi3HLEgQtAZiBoWk4tPT3BThwVmeQmmwLsldrfobKMWxK28MkmnVf45KEgSttaUOTp1Wwaodx3hjVyvzJ5QwuXzwjJg+QTgdPdH6z1OBre/vO9EgJv17OGndTVo/aBotnlxKry84ZPZ0X2sPs2uLmFtXgtmkjD5oBVh+G/i64cOnR/9YWZLKjlYYvKe1rF/QWlFkY9n0Slbvak3fYXuOgadDKwvWzYz0tb50J7idsPzW9D3faBXXgb83qTc14gYx2XKwPFgGMQkh8pQErQYVCIUpiyw/17NbuaKvp9VAmVa3P24IE2grDyaUOtibxC7JrYc6ePWjFr7w8Dvsb9PKH8Nhlbv+tJ1Cu5nnvnoWDouZX/+9ry/0ua1HcflD3HT2zEEf12GNlNjGBCd6aXiqQet5xUcAWO8eQfajcpZWTuofOgjr9gQosJqxmk3RwGqkmdZOl58fr9rNDY9tjpbEZZJriEwraCXCO5u72XKog4sGG24Uoe9qPZSGoNWbMNOaYBBTqkFrTxOUThz+filYNKkMgB1DlKLub+3lhJpiHFYzs6qL0hO0Tl4Kk06BzQ9rWUADSmVHK/T9/OsVLZ16T2vBwO+BCxfUsrO5m+bjaVqTEjuESVezQCs1P7hW2wM96/z0PFc66MPGkuhr1StZLCYt05qr5cFGqWARQoh0kaDVoAIhNVoK2CM9raPW4fLH9bPqFk8ujVt1Mhi9Hy0YDvOFhzfR4HTxh3ca2NrQyfevWMjcuhK+ePo0/vpBEw1OF+GwyuNvH2Lp9AqWTCkb9HETlQf7IoONrCmUBwPUHN9BL4X85fAIBqNE194cGvJuPd4gpQVa0Nc3PTi1F3093gD3r97Lip/8nYfW7Wfd3jZWrhs+yztaQ5UHg1YiDBBWtVUiQ5lSUYhJIfoGxmgkHMRkjc+0qqqq9bQmWx6sqpHy4PRmWufUFWM1K4P+zPT6gjQd9zKnTpuSvXBSKbua01DSqyhatrVtNxxcN/rHy4JUdrTCwD2tXe4AxXZLwrYBvf/6jXRlW1t2aJd1C/uu0/taQfu7GGXZeVqVRH5ek+hrjZYHW0wU2iy4/bn1+1XKg4UQ+UqCVoPyB8PRICtXy4ONFLRqL/gHrvhYOKmM/W29w5aINXZ5KLSZeeq2M/AFw3zh4Xf471W7OXdONZ8+dTIAt66Yhdmk8ODa/fx9TysNTjc3njVjyMfVA7/48uBIT2sKg5i0Q26jrWQhbx/oTD1zmeTamx5fgJLIqpSR9LQ6e31cct867l+9j7NPqOaVb6zgEydOZOW6A7R0e4f82HBYjRtYFevel3dx4t2vcsvjW3h0w0F2NXcPGJKkr7zpv6dVN7WykMWTS6kssnHy1PIhz2KzmFg+s5KXtzePemprwj2t1vh1Qi5/CH8oTGWC7+GEvF0Q9KQ902q3mJlbV8JHTYkzrfsjQ5hm1xQDsGBiKY1dnmhp66gs+jTYimHXC6N/rCxIZUcrgNWi/fzHlgfr1Tf9nVBbzNTKAt7cncagtWyqttIm1qJPQ9UJcNLn0vM86aJnWpPoa9UHMVlNWnlwrg2S65VBTEKIPCVBq0EFQuG+TGuOlQd7Ir/kc20Vz1A63ImH2CyeVEpYhV3Hhs62NnZ6mFxewPwJpfzh5tPp9gZQgXs/tSQ6qKau1MG1y6by3Laj/GL1XupK7Xx88YQhHzdaHhyILQ+OrGRIJdMa8ELLDqzTT8MfCrOhvj35jwVtrQUMH7R6g9FhViPpaf3PF3fidPl49vYzefD6pcybUMK/fmw+wXCY+17bO+jHBUJhrnv0HS7/5Xra+w0/+uv7jaxcd4B5E0qob+3lnhd3ctkv1/P4xkNx9+v1BXBYTViGKLv+yWdO4jdfPBVzEiWc1542lQanm3cOdgx736F4EmRao5OZI+XBna7Ek2MHpa+7KUlv0AqwaJJWnZBocrI+OfiE2r6gFUhPttXq0EqEG7eN/rHGWKo7WmFgT6vW4pA4aFUUhYvm1/FWfXt6gp2Wj+KHMOkWXQ1f26ZNHM8lxclnWvWeVkt0EFNuvSnskkyrECJPSdBqUMGwGn2Bmmsrb7wGKw/WSiv9cfsNdYsna6W7Hw2zLqKxS+tH0z/mb/90Dk/fdmZ0mJPuK+fNQlVhR2M3158xfdi+VId1YIntiAYxHdsO4SATFpxNicPCm6mWCRZUQEHlsEFrt2fkmdY3d7fw1/ebuOOCEzhtRmX0+mlVhXzpzBk8s+3IoP2PP161m437nRxsd3HdI+9Eg7i9LT3c9aftnDajgv+79QzW/MsFvHXXhVQUWtnTb2hWry9EsX3oTOXCSaWcPiu5FTGXLZ5IicPCM1uPJHX/wQw9PVj72na4Bu4ZHlJPk3ZZmt7yYNC+/ztcfpqPD8yM17f1YjUr0Z7fBRO1MuG09LUCTD5V+14Pjn5q81hKdUcraD2X0NfT2uUJDPmmxcJJpfiC4ehzjVjQB+17EwetucpRpu2U7Tk2+H3W/RQa342ZHpybKwOLTrgAACAASURBVG/6Mq3G7N0WQoiRkqDVoALBMEWR/qWc62k12CCmXl+QYFhN2NM6scxBRaGVHcPsnmzs8sRNk51ZXZSwV3VKRSH/sHQKDquJzy+fNuzZoj2tMQN3/CMJWiPZJ8vUZZw3t4Y397SmXraaxAThHm+Q0kimVe+5SyYj0OMN8N2/7GBuXTH/eP4JA27/pwtPoMRu4Uerdg+47cUPm3h0w0FuPGsGj914GgfaXdzw2Gaaujzc/sQ2iuwWHvjCqdGv1+TyAiaWFdDaHR/YuHxBiu2JS4NHwmE188mTJ/Hy9maOe0ZeDeH1h1CUvkAVBg5iiu7oTDZozWimdfBhTPtaeplRVRT9u6gtcVBdbE9j0LoUwgFtHYuBpLqjFbTsqc1silt5k+iNN92MyETrUe/FbdsD4WD8EKZcpyiRXa2DBK0dB+DNH8IHf+wrDzYrOKxaefBoS/zTqVcGMQkh8pQErQblD4WxWhRKHZac3dMaGqLHMJd0uiL7DRO84FcUhcWTy/ioefBMq8sXpMsdiGZah3P3VYt47ZvnUZXEaotE5cF6EGhLNWgtmQSlE7lkYR1tPb6k+tv2tfSwraFT+58kdrV2e4PRTGu07zKJ1Uc/eWUPx7q9/PdnTkxY9lxeaOPrF81h3d42ntlyJNrjW9/aw7899yFLp1fwncsXcM6cah66bim7j3Vz4c/X0NDh5oEvnEJtqSPu8WpL7bT0xGcCXb7goEOYRuraZdPwBcP87f3GuOv3tfTQ2JVcxssTCFFgNcftQ7WaFUxKXwm+HrQmeuMloZ7MBa0LJpagKCQcxrS/rZc5dcUD7r8znUErGK5EONUdrTqrWYm2C3S6/ZQP0tMKfROtG5zDr/AaUqLJwUZQMnHwoHXva9plbwvBsF4erGVaIf5Nw2yTQUxCiHwlQatBBUJhbGYTxXZLzg1i8voHlrLmsg79Bf8g/WALJ5Wy51jPoC8S9OBjqL2dsRxWM9Oqkntx6hhiEFPKmdbJpwJw+ZKJzKou4kerdkX7t/o70NbL1//4Hpfev47PPriRlz5s1oLW40eGLL3s8QZSzrRuOdTBE5sauOmsmZwyrWLQ+11/5nROqC3mX//0ISfe/RqfW/k2Nz++FYfVzANfODUa7F4wv5b//cKpqCp8+7L5Cct560ocAzKtvRkIWhdPLmXBxFKejikRXre3jSv+ZwPfevr9pB5DD1pjKYqC3WKOBq0d+hsvSfe0Nmnl3lbH8PdNUaHNwuya4gHDmLyBEA1OFyfUxAetCyeWsq+lN/pvxXF3gEc3HOTXa+qjf7YeSrIvuHSy1r9osKC1wenGbkl+R6vOatEyraGwynFPgIrCwYPW2hI7DquJhtGuYWrZARZH33A2oyiug95BgtZ9r2qXPS3RcmurWYkOP3Pn0K5WfWCcEX63CiFEOqX3FZoYE6GwSljVgpZihyUHBzGFsFtM+IJh/KFwXC9eLhpuiM3iSWUEQir7WnuipY+xRtKPliz9a+dJ0NOa9CAmdwd07IdTrgO075u7LpvPbU9s46ktR7jujL69rS5fkP98YSfPvXsUm9nEV1bMZltDB9946j2mnVvFElTobICauQOexhcM4QuGo4OYrGYFRRl+INfPXt3DxDIH/+9jAx8zlt1i5m//dDbvHOhg4/52Nu530tLt5bEvncaEsvjg62OLJvDh3ZdGy2j7qy21097rIxRWo0OVen1BJpSmN4hTFIVrl03h7hd28lHTcXq8QW57YithVWVbQyfd3gCljqH7aD3+xD9Ddqsp+mZGp8uP2aREv/bDOn4Uyqak/Pkka9GkUjb3G0B1yOkirMLs2v6Z1lL8oTAH2lwEQmG++uQ2jnTEZ6Enlxew4d8uiMs2J6QoWrbVYEHrnpYe5taVJL2jVWc1m/CHVHq8AVSVIcuDFUVhemXR6DOtbXugeg6YDfbyoWQi1K8eeL2vFw5t0P6791j0jTyryRR9s2i46fFjSTKtQoh8ZbDfOgLiB/GU2K05NYgpEAprQ6KKbLT1+KKla7lsuCE2iyZpkzA/auxOGLQejWZaUyvtS0ZBdE9rTHlw9O8/yRe4Te9pl3rpJHDJwjqWz6zk/tV7ufqUyRTbLXj8IW5+fAubD3bwpbNm8I/nn0BNiZ0eb4DrHt3Mf75Vz7MWtP6vBEGrXqZeGilR1Hvuhnpx9VHTcd452MF3Lp9PoW34f44KbRYumF/LBZG9k6qqDhrIDBawAtSWOgir2oodvXQ4E+XBAFefMpl7V+3mRy/v5t3DnUytKOTOS+by1SffZWO9c9gJ0t5AKFomHstuMfUNYnL7qSi0Jh/0dDVAzbyUP5dkLZ5Uxl/fb8LZ64uWweuTg+fUlsTdd2Hk5+v+1Xt5Y3crVUU2/vTVM6M/a89tO8r3nt/BnpYe5k9IYirt5FNhz8vg6YKCoVcT5YpdzT2cP68m5Y/Te1o73dobl+VDZFpBG2p2qH2UQWv7HpiyfHSPkQ0ldeDvBV8P2GO+Bw+sgZAfJp4EbXsJBmOmB9sGvmmYbXpllWRahRD5RsqDDSg2aCnOsZ5W/Ze7XiJqhGFMww2xmVFVRJHNzI5Bdk82dnqwmhVqS1Ir7UuGPdrTGjOIKZjiIKbGdwEFJp0cvUpRFL57+QLae/08tHY/3kCI257YyjsHO7jvmpP5wZWLqIl8PiUOK7+/aTnmKq0c8MiBxENu9O/D2GyfnnEfzOMbD1FgNXPtsuGHUiUybOZtEPrfVWtPX4lwry+UkaC1vNDGxxdNYEN9O3WlDp685XQuXlhHsd3Cun1tw368JxCK29Gq08qD+zKtSZcGqyp0HYby6cPfd4QWTY680RPT17qvpRdFgVk1RXH3nVVdhM1iYtWOYyyfUcmLXzuHpdMrcVjNOKxmLl2orSt5I9mJ1/qbM/qbNTnO2eujvdfH/Aklw9+5H6tZiQStya08mlFVyOEO98gHC/nd0HUko294ZIzev93Tb1frvlfBXgoLr9Z2F/u171lrTE9rrpQHh8Kq4QYdCiFEukjQakCxezpLci1ojfxy15fcG6GEqcPlx2JSKBkkYDGZFBZNKks4WAa0ntaJZQUpl/Ylw24xaSW2oykPbtwG1XO1tQ8xTppazlUnTeLh9Qe49fdbWb+vnf/+9IlcfcrkAQ9RVmjl17deQgAL7+/al/Bp9DL1kpi1MbaYvsv+Olx+nn+/iU+fOpmyYTJE6VYXya62dPcNY0r39OBYd1xwApcvmcCTt5xObakDq9nEmbOrWLe3LeE+01ge/8CeVoh/Q0Db0Zlk0Opqg6AXykf2RkEyFk2MTBCOeaOnvq2XqRWFA0qdLWYTt583m/936Vwe//LyAQPKaksdnDiljDd29Qs2BjPpFO3SICXCe45pq5fmjSho1TKtx5POtBbhC4YHDCFLmrMeULXyYKPRd7XG9rWqqjaEafaFUDYVALtH22FtNZsosGq/E3KlPDi2qspIe9CFECIdJGg1oNhBPCV2S06VB+u/3PUSUSOM5e/8/+ydd3hb5dn/P0fbkveO7exNBhkkgZCEEKDsWcooo1BaOnjpoC1t37a/9m15S/dbCoWW1VJWoS0tq6wyQiBABgkZZNtOvONtydrS+f3x6GjbkmxrODmf6+ISkWXp2JbOee7n+72/d2BUxHCq3Qk1hXzcOhA3Dbml1550CFOqiMAdDc6wBUpKc1plORDCtDTul7919mz8fthwoIufXDyPK5ZNHPKpSvONuAwl2Hvag1bPcAYcQymt8Rd8T246gtvr54aVUxL/HGNMtNLq9flxeNKjtIIoSO69Zik1Ye+TNbMqaO510JDArun0+uL2tJr0oQ2B3kFP8snBvYfFbRqV1iKznomleewOGxV16KiNmVH9rAq3nTWL/1o3M9hfHM26OZVsa+qj25bE/NW8EiibEXAY5D57R1m0ur1ySkorMPIwpq794rZ8HCutSvoxQNtHooiddbawDwNG51E0Emg14fbg3LjGDgau9Sa9RrUHq6iMMU6Pj6MDI9zQU8kIatE6DgkvWvJNomhNpNZkipA9WBSt4+HC2jvoHjI5WGF+bREOjy9ugdHS50h63M1IELMCw5RWr/hbJ6W09jfD4NFgcnA0E0vN/PqKE7nrqkVcd8qUxMdSXEWFZoC/vNcY8zVFaS0MG7th1MXvafX4/Dz2/mFWzShnZlXqi/XRUh5Q8xSldTCw2ZKfpqI1HmtmlgMiTXg4hlNalfdFj91NSYL3cJA+pWhNn9IKoq/1pV1tLPzRKyz80SvsbbcyY4iiNRFnzKlCluGtfYnt1EAgjGmL2LTJcfa1Wym1GFJODoZQenCyPa2TSwOzWkcaxtS1HyQNlE0f2fdnk/KZohf3Pz+Cth3ivv2vABLMOCuoxJpcnegCG4KKPdjhzo3rmFK0lpgN48LFpKIynnjonQYuvOedbB+GyjAkVbRKklQlSdKGwP/XSpLULEnSW4H/Uk+PUBkV4T2tBSZ9RJ9LtgkWrXlKT2vuX1hFiM3wCkUwjCmqr9Xt9XPU6kqb0gpi7E1ET2sqQUyKRXIIpRXgwhNruHhRrCU4Hrr8CqZbnPx9azMDUanV8XpaDUP0tL66u4O2fmdWVFYQx1VmMQSVVmUxmMmidXKZhcllZt4+0DXs45xD9bTqxe9WluXUelr7jojbNBett5w+g8+snMJlS+q4bEkdN62ayqdXjOw159cWUlVoTGq2MCDe77YOMdonx9nbYWV2VcGI+rMNgZ7WfrsbjUTCJOqaYhM6jTQ6pbVkCujGvn8/7Wi0cOVjYCqGv14Dg12in7V2KeRXBItWs6sLfUDxVzaL7O7cUFqtYUXreLi2qqiMJ9r7nXTb3Nk+DJVhSLhCkySpBHgEUNIzVgD/K8vyfek8MJWhiVBaA4tsm9ObVPpqunGOw57W3kF3QgVoRmU+Bp2GXS39EQVeW78DWSbNSqsmMj1Y6WlOxh7cshW0BqiaPzYHY6lggu4gdrePv21p5qZVU4NfUorYAlNipfVP7zYwuczMukAKcDaoKDAGrUBK0Zoue/BQrJlZwd+3NuPy+oZMO443pxVEEFO/w4PV5cXrl4dMv46h7zCYy8A4MtUzWebXFjG/NjZteyRIksS6OZU8/1Ebbq8/sctA2aRp2QpFyW3IZAO/X+ZAh5UrThralj8c+rD04KK8xOnROq2GupI8DveMsGjt3C/64zNMv8NDvlE3pH08aQqq4KrH4U/nwhNXCAv56f8tvmYqAp0Js7sLfeD9pWwWOXNkU1g5T5VaDHj9Mn6/nJYsBRWV4xG726d+rnKcZJRWH3AloDQnnQx8TpKkDyVJ+mnajkxlSBR7qF6rCapaAzkSxhRtDx4fPa2JQ2z0Wg1zqgtiwpiCM1rTqbRG24NT6Wlt2QrVC0GXZEGTCEs5Blcvy6aU8MjGxoge3wGnF0kiItDKEKentanHzpbDvVy7YnJWLwxVhaag0mrLgtIKoq/V4fGx9XDvkI9xuOP3tCojbxLNGY4hzcnB6WLdnCpsLi+bG3sSP7hqPmj0OR/G1NRrx+72jSg5GJSeVpEePNyM1nAml41wVqvfJ4KYMly0urw+Tvvlm9z31sGxecLaJXDRPYH3hiz6WUHM+M2vwuLuQqcJFK363EoPVsbdKNer8XB9VVEZLyjrLI9f/Vylk4B7d0Tx/glXvbIsD8iyHO6JfAlYCywDTpEkaeFIXlhl5ETagwNKa46EMYXswUpPa+71lHXbXGxv6sPjC1gr7R5KkkivnVdTxK6W/oj+4eCM1jQqrUa9dmRBTD6vGPsxjDU4ZSzl4Lbx2eXVHOmx82aYXdPq9JBv0EUUokadNkZp7Q4UWSPtbxwrKguMwZ7WYNFqymzRevK0UnQaibf3hyzCrX0ODh61Bv/t9Pjj2oOVICalnzFppbX3cNqtweng1BllGHSa5Ebf6E1QPT/ni9bRhDBBoGj1yfQ7PAn7WRUml5k53G1PPQeh7zD4XCMuWv1+mffru4NzsZNld+sAfXYPT29pHrvshoWfgrXfhYkrxKaeQkE1+Z6uYOtFzhWtitJqHj+ZESoq4wWlDcCbg+vWY4xfASNaNI9khbZRlmUXQKBSngnsCH+AJEk3AzcDGAxjpPCoBPH6QvZQJTDClitKa5Q92JNj9uCDR21cdf97dNncmA1alk4uweeXk1KpFtYV8eSmIxw8aguGB7X0OpAkmFCUvqI1T68J2q4B3MH06AQqZdc+8NjHuGgVLexnTtYwocjEnzY2cGZgjqbV6Y3oZwWhtPY5It8Dyns101bcaKoKTXTZ3Pj8csgenGGLfYFJz5LJJby9v5PPrJzMPW8c5KnNTXj9MmfOreJrZ87E7fMPG8QUVFqTKVr9fuhvgjnnj/WPknbMBh2nTi/j9b0d/OCCuYl7QGuXwkdPCYVQk55RRqNFGXcza4RhZMZgEJObygJTUt8zqdSM1eml1+5JfqMDhDUYRjyj9eXd7Xz5cZHoPHdCISunl3H18kkJN6+2H+kD4EiPnW1NfSyZVDKi149h7XfEf+HkV1HQsT1oD9ZopIjAs2yjnKcUVX08tN+oqIwXlM0pdTMofUiStA4YBNoTPTYeI0kPfkWSpAmSJJmBTwC7oh8gy/L9siyfJMvySTpd9vssjzWCI290IXuwNSoUJ1soF/dg0ZpDH/7GrkE+/cD7gMQvL1/I5UvraA0opcmofqfPFv2XL+8KfdZa+hxUFhiTn5k6Akx6LU5vpD3YoNUkXrQnEcKUMmaReKt39nDjqVN492A39wZse1anJ6KfFUIW1nBswf7R7BYSlYVGfH6ZnkE3Nlfm04MVTptVwcdtA5z2y7d4eksTVy+fxNfPnMUHDd1ccLdIMjTpY99fypzWnqA9OAmlzdYBPjeUjD97MMC6uVUc7rZzqDMJe2vVPHBbwdqW/gMbIfvarUwqNY94A0cfCGLqHUxeaZ1SNsIE4eC4m5HNaN14qIt8o45vnT2bUoueR98/zJceS6yEb2/qozzfgEGn4bntaQ7WKqimwNuDLmxD0GzQ5p7SGthsyEUnk4rKeEVxCqq2+1GhkyRpS9h/NytfkCTJAPwA+M7Q357gyUfwPf8DvAm4gT/IsrxvpC+uMjLiBTFZc80enGM9rc29dq558AO8fpm/3nwys6oK+FQg/MTpid8zGE11kYklk4p5eXc7t54hFm4tvY60JgdDnPRgrz/55GBTEZROG7uDCSitDHZx06rF7G4d4Bcv78Og1TDg8AZToxUMOk3Me0BRCwqMSY5oSROKMtUx4AwLYsp8IX3O/Goe2FDPWXOr+MoZM5lYKmZp3rByCg9sqOfJTUeYXV0Y831GvRaX1xea0ZmMataX/hmt6WTtLPH+23ioK/FGk/JetfdAUV2aj2xk7G0fGLE1GAJBTF6/sAfnJdvTKt5fR3rsLE5FtezaB5ZKMQd3BGxq6GHp5BJuOX0Gt5w+gwc31HPHi3vEyLBhzqHbm/pYNqUUgBd2tPL98+cGHUZjTn4VZr8NixTaBDYbdDmTzm9z+TBoNcFNjlzaFFZRGe8oTkHVHjwqvLIsnzTE174D3CvLct9I0vIhBaVVluW1gds3ZVmeI8vyQlmW7xnRq6qMing9rdacsQeLY1OOKxfsS4e7B/n0Ax9gdXp49KblMVa8ZApWhXPnT2B36wBHAiMjxIxW85gebzTR6cEenz9oXxuWlq1QswQ0Y7jAswillcFOtBqJX3/qRM6dX80dL+5he1Pf0ErrR3+FbY+Jb3XnjtIK0Gl1ham/mVdap1fks/3/fYJffurEYMEKUGTW882zZ7P1B2dx2qzYyWLhSqtOI0UEYA1JcNzN+Cxa60ryKM83sLO5P/GDzWXi1j78SKFs4fT4aOy2jziECYTbZtDtY9DtS05pR8xmliRo7EoxQbjrwIj7WXsG3ezvsLF8amnwvjWB9/Rwc4q7bS6O9NhZNLGYixfV0GVzs/FQ94iOISkKqgGo1PQF7zLpNcHFbLaxuTzkm3TBTct448RUVFRGhmoPTjtnArdIkvQWsEiSpAdTfYL0eRpV0oYnrKc1fORNLuDw+DDoNMFCMNv2pVd3t3PB3e/Q7/Dwl5tWMK9mdCM4zpkvFjUv727D75dp68+A0honPThhCJPbDh0fj601GEJFa6AQ0Gk13HXVYs6cW4nD44vb0+r2+WHzQ/C+mJJlzaGeVhBKq83lRa8V/WvjBZNeiyzDUauLEoshuTmfvYrSOrIRK9lGkiQW1BaxsyWVojWJtOEscPCoDZ9fZk4cFT1ZDFoN/Q6hChYn2Z9q0mupLjRxuCcFe7AsQ+c+qBhZ0aokPq8IK1pnVuZTXWgatmj9qFkUj4smFrN2diUFJh3PptMinC/O7+WEitZcUloHXT4sRm1w3Jm6uFZRGTuUz7n6uUoPsiyvkWV5bUAE3S7L8udSfY7xs0JTCRJuD9ZpNeTptdhcudPTmqfXBns8s/Xh9/r8/Pzlvdz86FamlFl44dZVLJpYPOrnnVhqZl5NIS/taueo1YXHJ6c1ORhii1a3V048o7V9B8i+sS9aDfmgM8FgaKFp0Gn4/TVLuGrZRD5xQnXEw406LS6PD5z9MCAWm4MuLzpN9gvEinyhtB61uhh0ebEYdckVfjmC8vtr63dQmvS4m8OQXwX69L5n08mCumL2d1iDSY9DEixa06jMjYJ9o0wOhsgwtuK85O32SoJw0gx2gbNvxErrpoYejDoNC+pCm4aSJLFmVjnvHOwKhgtGs/1IH1qNxIK6Ikx6LefOr+aV3e3pC0YqEKFylWFFa55em/i9liFsLi8Wgy7r11cVlWMR5XOebbHleEBx76aKWrSOQ4JzWgMXrnyTLofswaJoVRZT2bAHOz0+PvvIFu576xBXL5/E3754SoTtcrScM6+abUf6grM10zmjFcCo18SMvEkY/BQMYVoytgcjSSKMaTCyEDDqtPzskws5f+GEiPuDSquzDxw94HHmTIFo0GkoMeuDSmumk4NHS6hodVJiSbJg6TsyLsfdhLOwtgi/DB9HzUyOIa8EkHK3aO2wYtBpmFI28nNTuOMi6Tm9wORSS2pFa1cgumIUReviScUYdZEtAWtmVWB1eoOKajTbmvqYVVWAOfDZvHhRLTaXN7mxRyMhoLSWySF1Ps+gxeHJjeLQFkhoV/7uudB+o6JyLOD3y8E2LHUzKHdRi9ZxSHhPK4j+0VwKYsozaEMX1Qx/+F1eH198bCsbDnRy52ULuPOyBSn1rCbDuQvEwuZP7zYA6Z3RCiKIye314/eLzYqkgpiO7hFBNAXVwz9uJFjKI5TW4RAjOWRkZ8DOaW3D5vJlJaU3HlWFpqDSmivHlCxKAdDe70y+YOkbnzNaw1kYUOt2JOpr1WhF4TqYmz2te9utzKzMH1WoUHjRmmx6MMDkcjNdNlcwgCwhXSMfd2N1etjd2s/yqWUxX1s1oxyNBOv3x/6N/H6Z7U19EQ6Zk6eVUVFg5NntLSkfR1KYy/ChoVTuDd6Vp9fiyBGlddAtNvyUTctcCTpUURnvRE9oUMlN1KJ1HBLe0wpQYMwhpTWQxJuNnhuPz89/PbGNt/Z1cuelC7h6eXoW5zMqC5hRmc+WgNKaiZ5WCIVuJNXT2rV/xKpIQiwVSRetBp0GI24kr1PcYW0TYSI5UiBWFBg5GlBa8025cUzJYgyMwbG7fUnOaPVBf/O4DWFSqCw0UV1oSr6vNUeV1r1to0sOBiIcFykVraXK2Jv4aqvfL+Pzh1nkOveD3gKFtSkf49bDvfjlyH5WhWKzgYV1xWw4EHs+qe8axOr0sjisaNVqJC5cWMNb+zqp77SlfCwJ0WjolYop9YeU1pwaeeMUm2uq0qqiMraEf8ZVe3Duohat45DwnlaAApMeWw7Nac3Ta9BoJHQaKWNFq9fn52t/3c5rH3fw44vncVWaClaFc+YJBbPYrE97oJAyo9MZNkNs2KJVCU1JW9FannQhYNBqKMARumOgNRgmkgsoSqvN5ct6MFSqhFstk+pptbaB3zvulVaABXVF7BjCUhpBjhat3TYXR62uUSUHQ2RPa0r24ODYm9gwJqfHx+V/2Mi1D34QKly79ov5rCOw9G9q6EGnkVg8KX6mwJpZFXzU1Ee/PfIatr1J/H2jv+9zq6diMWr50mMfxu017QuMgBopPZpSin0hpdVk0KavhzZFbAFHSGhTWF1cq6iMBQ63qrSOB9SidRyiXKiUwiXfqAuO7Mg2DrewB4M4vkztBP/lvcO8uLON7503l+tPmZL211NShNOtsoKwp0HIvuLx+YcPYhplaEpCFHuwnHjBZNRrKZLCFBFrm+gfzZECsbLASKfVhdXpIT9HCulkUZRWSHJGq5IcXDK+lVYQfa1CiUuwWWcpz8n0YMWlsSSVOalxUK4BBq0GsyH59++kQNHaGEdp/eGzu/nwSB/v1Xfzl/caxZ2jcG5sauhhfm1RsC81mjUzy/HL8M7BSIvw9qZeCow6pldEzuOtKc7jrqsWs/+ole/9cxdy4Dzk9Pi4/e8fsfgnr/HK7vYRHStANyUU+0MbHWZ97iitSh6AGsSkojK2ODxq0ToeUIvWcYhSCCq77DkVxBRIDwZxfJnaCX5mWzML64r4/JppGXm9eTWFTKuwMLMyP/GDR4liD3YEZ4jJwwcxBfvP0lS0msvB6wR34pEZRq2GQsIWxgNtDLq8MaNxskVVoQmvX6al1zFug5gASpMJYhrnM1rDWVBXhCzDrpYEYUzm0pyc0xovTXckKEVrsVmfUrBZoUlPTZGJR987zK4wm/VTm4/w1JYmbjl9OmtnV/DLV/bRcrQL+ptGdD5xenx81NwX1xqssGhiMQUmXczom+1NfSycWIRGE/tzrZlVwW1nzuKf21p47P3DHOm288n7NvL0lmbKLEZ+8K9dwVFAqdJJMUXeSHtwgacLOcubH36/zKDbF7AHZy/oUEXlWES1B48PXUBzLQAAIABJREFU1KJ1HOLx+dFppOAipcCky6k5rUqRFUyOTTMHj9rY1TLARSfWpP21FCRJ4qmbT+HHl8xP+2uF7MHid5kwiGmUSZ8JsVSI2yT6Wo16DYVSWNFqbRVqQY4UiJUFYuyNy+sffz2tYfbgpKyhfYcBCYrq0ndQGWJhnbCM7mxJYBFW7MFJuAIyyVBpuqliCCtaU+Xea5fil2Uuu28jT20+wq6Wfn7w7G5WzSjntrNmc8cl8zHipuHPXxDfUL0w4XO29jl4c9/RoFKx7UgfHp/M8mGKVp1Ww6nTy3n7QGeEarq3zTrsmLJbTp/B6bMr+PELH3PB3Rto6rHz8A0n8acbltFlc3Hnv/ek8NsIcVQuweLrA5+4ppr0Gp7Q34H8yEXgy14bzmDACp2vBjGpqIw54a0GqtKau6hF6zgkOoinwKjD5vYG02WzidMdrrRq8GRgJ/i5j1qRJLgwg0UriBCfQlPqi8VUMcaxBw/b09p1APRmKExTcRIsWhMrWAathkICiqylEgbasOaSPbjQFPz/XAmHSpZwpTW5ovUIFEwAnTGNR5UZSi0G6kryEicIm8tEH68rgSKbQYZL000VvU5sXhWn0M+qsGhiMS/cuooVU0v59j92cuUf36PMYuCuqxah1UjUcZT/FN3BysHX+XjWLTDjrCGf66jVyY+e283aX77FjX/azFm/Wc+/trXwXn03kgQnTR66aAWhnLb1O3lhRxsOt49dLf14/TKLJg5tn9ZoJP7vykXUlZiZVGbmxa+sZt2cKhbUFfH51dP46+YmNh5KXWXvpAgNMgyKsTq1rkNM17Sh6dgJ79+b8vONFYMucf7PN4V6WlWlVUVlbAjvafWqSmvOMr5WaSqAsC6EK235Jh2yLHZiCzJQRA2HMvIGMqO0yrLMc9tbOGVaGVVhBcixhCmgxkQEMQ1nD+7cB2UzQJOmPSlLYLGdhO0yQmmtnIPc25hT42UUpRXImUI6WcJHOZUm09N6DMxoDWdhXVHiBGFzubi1d4NpdFbcsWK4NN1UUTavSkagtAKU5Rv5843L+e1/9vPEB0f4/TVLKMs3Qv16+NtnKJX9/LTkR/zt4Ak82WFj7oTCiO/vHXTzh7cP8cjGRjw+mU8treOU6WX8YX09X3tqO5IEc6oLKUpwfGfMraT0VQO3PrkNg1ZDReBzOZzSCqJYf+Vra9BrpQh79NfOnMUru9v57jM7efmra4LXpGRo8wde09YBhTVM734LvyzhmbgS45t3wtyLoHRq0s83VthcQuW1hKUHq4qQisrYEN7TqjoYchdVaR2HeHz+iJ5GpVDNhTCmyJ5WTdovqjua+2nstnPxosyqrJlEsQe7wgZfDxvE1HVgRPMUkyYFe7BBq6VIUVor5oK1Hb8s50yBWFk4fovWCKU12SCmYyCESWFBbTGHu+3Dp8WaAxssg7mTIJwoTTcVgj2teakrrQpajcQ3PjGbLd8/UwRD2Y7C09dBfhXS59/kyk/fhCzDeb/bwK1PbuNQp40Bp4ffvLaf1b94k/vfrufc+RN4/bbT+NknF3LxolpevHUVv//0EubXFPHJJYnH5FQVmthw++k88tnl3HjqFEotBk6bVREsXofDoNPE9PPmGbTcedlCDnfb+e1/9qf0++hQilZrBwATO95gszyb1nW/BY0OXrwtK3ZzW0BpLVCDmFRUxhy7mh48LhhfqzQVINYeqqhWVqeXCVkUE/x+GafHH1SARHpwei/uz25vxaDVcM78CWl9nWyi/D4VpdXjlYcuWt2D0H8Eyq9P3wEp6lUS9mBFafVr9GhKpyH53JRizZn+UaNOS7FZT599/KYHG7QaLImUJJ8XBlqOOaUVYGdLP6tnVsR/kFK05tDYm00NPSyoGzpNNxWCPa3JBHElIFj4vfwd8DjgikehbDozgPXfWsv9b9fzp3cbeXFHKxaDDqvLy3kLqvnambOYVRU5ukejkTh/4QTOX5j8edli1HHarApOmzXE3zJFTplexuVL6/jTxkY+u2pq0k6cNl+R2M63tUNPA0UD+3jVdy2XGKrgzB/Cv78JO/8GC68Yk+NMFiW3wqLOaVVRGXNUe/D4QFVaxyHCHhyutIaK1mziClxAg/ZgbXrntPr8Ms/vaOX0ORUU5WXXFp1OTFE9rcIePEQQU/dBcVs+M30HZDCD3pJST6vHUASFYgFbLfXkVIFYVSAWs/nG8fUeUkJ8SixJJMcONIPsOyaSgxXm14qiddi+VnPAgpsjRauSpjtcMFEqhOzBI1daI9j/Kuz6B6z+ZkRacLHZwO3nzGHDt0/nplVTWTe3khduXcW91yyNKVhzia+sm4nPL/PA2/VJPV6WZdp8AQu0tQP2vgDAK/5lwj540mehbpko7DOcJqw4qSxGbSg9WF1cq6iMCarSOj5Qi9ZxiNsXmR6rFK3ZtgcrPQF54enBKe4E3/36AX7ywsfBFMnheL++m06ri4sXJbafjWei04M93mGCmDqVcTdptAdDaFZrAhSl1aMrgAJh4a6SenMmPRhCFmFLDhXSyaDYg5MqWJo2idvKuWk8osxSlKdnarmFncMVrZawntYcQEnTHYt+VgiNPRtpT2sELhu8+A0onw2rvhb3IeX5Rr53/gncddXi4KZBLjOpzMzFJ9bw+AdH6La5Ej7e55fxoMOhKxZK654XsJeeQLNcIdJFNVo49xfi/bT7nxn4CUIMBq7vBUaxSWXI4Bx0FZVjHbWndXyQOyvHY4jX93Tw7X/sxOUNfQiuXj6J/z5vbBaM0UWLohBZndmL44fYolWf4kX1SLed375+AJ9fZkKRic+tDs1clWWZX7yyj1d2tbNkcgkrp5fx+p6j5Bt1rJtTObY/SI4RL4hpSHtw136QNFCa5nm1lvKkgpgUpdWtL4hSWnPn1KP0zeXSMSVDSkXrnuchvxpqlqT5qDLLgtoiNjf2IMtyfLXZkA9aQ87Mat3U0IMkwdIEabrJoiSLjyQ9OIa37hStBTe+fEwkTCt8+fTp/HN7Cw+/28C3zp4DiOvJb17bz/amPh69aUXwsd5AAr/dWE5e2w5o2crgSbdBa5h9sGaxOL/ufQGW3ZSxnyNcaQVlDrq6uFZRGQscbi9GnQaX16/ag3MYVWkdY3oH3Xz7HzsoytNx+dI6Ll9ax9wJhTz8TgPNvfbET5AEsUFMAaU1y/Zg5aJuMowsiOm+9YfQShKrZ5Zz50t72dQg7FeyLPPTf+/hvrcOUWTW8589Hdz29Ee8uLONs+dVR6SoHosodmtnWBDTkEpr1z4omZr+RaelIrkgJp2GQmkQl64A8quQkaiWenMq9EjpdculY0oGSZIw6jSh5OCuA/DUteCMUh49Djj4H5hzXvoSpbPEsqmltPU7aegajP8ASQrNas0BNjV2M7e6cMzaGRbUFvGDC04YfR9ox24xzmXpjTD5lDE5tlxhRmUB582fwCMbD9NvFxu7v3ltP3e/cZD3DkW+LxSFxWGsgJYtgIxn5nniPkWJkSSYcwE0vA2OBHOCxxClaFXyAAy69AcdqqgcL9jdPvKNOjSSag/OZY6tFUwOcMeLe+ize7j76iX88MJ5/PDCedx11SIkCf64Prm+mkRE97Tm50hPqzOe0prkjlVbv4O/b23iimV1/P6aJUwqNXPLEx9y1OrkN6/t54ENDVx/ymSe+dJKPvz+Wbz4lVX85JL5fPPsWYmffJyjKGoOjw+fX8YvE7FpEUHXASjPwO/EUp5UIqtRp6UQOy5tPmj1uEzlVNGTM0FMALXFeUgSFI/DvugCkz6UsLr7X0JR3fZY5IMOvQkeu1hoH2OcFghgenv/MBso5rKM9x/Gw+31s/Vw75j1s4JI/r1p1dTRb9x99CRIWjjj/43NgeUYt5w+A5vLyyPvNXLPGwe4+42DlFoMeP1yxAJVUVicxkCAV8lUdNXzgMieN+ZeKOb/Hng1Uz8CNpcXvVYK9rKn6mRSUVEZGodbjGsU61b1c5WrqEXrGPL2/k7+8WEzXzhtGifUhObZTSjK4/KlE3lqSxMdA85Rv050T2t+oD/QmmM9rUadBneYRXo4/ri+Hr8MX1gznUKTnvuuXYLV6eGiu9/l7jcOctWyifzownlIkoRGIzGvpojrTp7MhKK8tP08uYKiqLk8vuAiJa7S6vOKIKaKDBSt5kBPa4LeY6G02nFoRVjLoLGSaqk3p6y4n1xSx+M3rRDzKccZD99wErecPkP8o2WruN30APjDLrp7XxAzSqeszvwBpplJZWamlJl5+8Aw9l9zWVKhYelmV2s/To9/zPpZxwxZhj0vwNQ1oeCqY4wTago5c24V97x5kF+9up/LFtfyhTWihcLpiQ1gceUFWk7mXkBe4FwV/jhqTxJ2+z3PZ+YHQPS0hrtBgnPQ+1tg1zMZOw4APM7Ic4yKyjhHGdeo12pUe3AOoxatY8Sgy8t3n9nJtAoLt66LTW790mnTU0oxHI5oe6hGI5Fv1OWMPTjPII5N9Nwk/vB3Wl38dfMRLl1cy8RSMyAG0v/ssoW0Dzi5bHEtP710ARpNgoTUYw2/H56+Hn5SyQ7ddXxz8xqMv5nGDKk5YtMiSN9h8LkzpLRWgN8Ta0WNwqiVKGQQuyYfAKu+gmqpJ6esuHkGLStnlGf7MEbEwrpiobTKsihaLZXQ2wCHXhcP8Hlh30sw6xzQjVHCbI6xZlYF7x3qjsgQiCBH7MFKu8OyXCtaj34s3jNzjz0lPpxb183A6/NzwcIJ/OLyhZgD5yBHvKLVVCXumHNhcBM2QmnVaITd/uB/hP0+A9hc3ojNvmAQ0+YH4e83iiCtTNDfDL9bDH+/ISvzalVU0oHd7cNs0Kq94jmOWrSOEb96dR8tfQ5+/smFca1ak8rMXLwo+RTD4fDECeLJN+pyJogpfE5rMh/+h95pwOX18+W10yPuv2RxLW9/63R+9akTj7+CFWDbo/DxszDvEv6qOZ8tJeehcfaxUKqPbw/uCiQHl6c5ORiSTmU1yC4Mki9YtPbpyqmWejAf433IGae/GQaPwqqvQ34VbLpf3H9kIzh6jklrsMKamRU4PD62NvbGf0COFK3v13czrcJCea4p+nueBySYfX62jyStnDixmLdvP527rlqMTqsJFqNOd6w9uHXSBXDR3TBxOTqtBoNWE1HcAsIi7LEL+30GsDkji9bg9XWgRdxhbUv/Qbjt8NdPi2Tlj5+FHU+l/zVVVDJAuD1YLVpzF7VoHQP2tVt5ZGMj1548iWVTht5F//LaGTi9Ph5+t2FUr+fxyjH20AKTLusjb2J6WpMIiuizu3n0vUYuWFjDtIr8mK9PKjMfnwWrtQNe+4GwdF76Rx7Ou4F/lH8JgBqpO749OFi0pnFGq4JStCYIY9K4hBI7KFkA6NGWUSwNovGN3iavEoZiDZ50sgjTOfAadB8Stk+dCWackd3jSyMnTy9Dp5FYf2CI96K5DJx9QnXOEh6fn00NPaycXpa1Y8Dvj++M2PMCTFwBBVWZP6YMU1diRhu4nijXqXhKq5xXCkuuF6FLiLFjDndU0TpltbDdB2a5pptBd5TSqtMIJ9NAq7hDKV7ThSzDs1+Gth1w1RMw8WR46fbQ66uojGPsHi9mgy5QtKoOglxFLVrDcHp8/P7Ng7y8q40+uzvp77vzpT3kG3V846zhFa4Zlfmct0CkGKby/NF4fH70UUrbpFIz79V30zVKFXc0hOzBgTmtSQRFPLu9lUG3jy+eluYRLeONl78j+oYu+C1IEiadFqtPhy+vjBqpO/7Im879QmXLK07/8VkCaaWJEoQDi2SbJDYkOgks2tWFztjSslWMdqmaD0tvEPMkNz8Ee1+E6WeAwZLtI0wb+UYdSyeXsGH/EH2rygaLI3thTDua+7C7faycnkUb+ju/ht/Mg56wTdPeRujYecxbg+OhtLFEFq1isRrdfmE26GKLVq1e2O73vZSRDRGbM7KnVa+VxPVVUVjTfU59+1diNu2ZP4LZ58Il94LXDc99RbUJq4x7HG6lp1W1B+cyatEaxvr9nfzylX188bEPWfyT1zj/dxt44oMjw37PhgOdvLWvk1vXzaTEkrhn7NZ1M7C7vfz85b0jPs7oICaAb587h0GXlx8///GIn3e0RAcxBYMihuGlXW3MqMxnXk3uD6rPGPtfgd3PwJpvQbkI2THpNTg9fjz5tUJpHcoenIl+VhBBTJA44CZQtFoDSmsHASdCJqxsxxMtH0L1QtG3WjgB5l4kLMIDzcdFQbJmVgUftw3QaY2zaaeEC2XRIrzxoHjtU6ZlSWn1uuGD+8FthRdvCxUZewIq4TFsHx8KpY0lvBj1+uMH3eUZtNij7cEgfm+OHmHDTzMxPa1K0GEmlNZDb8Kbd8DCK+HUr4r7yqbDWf8DB1+LTSxXURlnqPbg8YFatIbR3CsCFR6+4SS+fuYstBqJ//7nTl7Z3R738T6/zP++uIe6kjyuXzk5qdeYU13I51ZP48lNTTEz4pIlXk/rrKoCbjl9Bs991MrrezpG9LyjJbandfggpm6bi00NPZwzrzojxzcucNngxW9AxZzQ4gAw6rU4PT7clglMkLoxRAcxybKY0ZqpotWSYtEqi4CtNjmgAg+oReuY4fdB6zaoXRq6b8UXRFCWpBVq0DGOMqd0QzyLsDlQKGazaD3UzQkTCpPa2EwLe54TPc9zL4RDb8DOv4n7974g1PnSqdk5riwS7GmNYw/WRV1fS8x6Oq1xWhpmnCHs93vSbxEedPlielr1HqvoqwWRIpwudjwFeaVw4V1ByzQAyz4vbNIvfzcnErpVVEaK3SOCmHSqPTinUYvWMJp77VgMWk6fXclXzpjJ0184hYV1RXzz6Y9ojDO8/pkPm9nbbuX2c+YEZ6clw9fPnMXkMjPffWZHZIx+knh8Mro46bFfXjuD2VUFfP9fu7ISyuR0+5Ck0FxRvVaDzy/j88c/Abz2cQd+Gc6ZrxatQfY8B/1NcP6vI9Je8/RanF4/LnNN/J7WwS5RIGaqaNUZwVgI9uSK1n6E0triDRStVtUePGZ07gPPYGTROnGF+PeMM47ZMSbhnDChkDKLIf681iwXrU6Pj61HerPbz7rpfiidBpf/GeqWiSKjcx8cef+4VFkh1MYS1x4claMwtTyfxi577JMYLDBtbSitO43YokfeaDUUesLe7+myB8sy1K8XI5H0USPmNBo468dCwc9QIJWKSjqwB5RWg2oPzmnUojWM5l4HdSVmpGD4gpbff3oJWq3EFx/bGmEjcrh9/PrV/Zw4sZgLF05I6XXyDFruvGwBjd12/u8/+1M+zuiRNwoGnYaffXIB7QPOUdmPR4oy50r5/SkJt0OdAF7e3c7E0jzmhc20Pe7paxK3dcsj7jbpxZxWp7maAsmByRe1idITGKVUFpnAnFYs5Yl7Wh19AAz4hdLa6THhlPJUpXUsUUKYwotWSYLrn4NPPZKdY8owGo3E6pnlbDjQhT96kyxZK3ua+PBwL26vn5UzslS0tm6Hpg+EKqbVCbXM2QePXgrIx4V9PB558ezBStEa1X4xrcJC+4CTwXhhh9ULRJ+wN315En6/LIKYTJH24GJv4D1tKk5f0dp9UGwyTjst/tcnnCg2MA+/m57XV1FJMz6/jNvrD85pVYvW3EUtWsMQRWvkTuLEUjO/vXIR+zqsfO+fO9lwoJOfv7yXS+99l/YBJ987b26wSEuFldPLuWrZRB54u56dzcPPuowmnj1YYfGkEj576lQee/8Iu1pSe97RohStCsoxxutr7Xd4ePdgF+fMqx7R7++YxdoqFtlRMzVNei0Ojw97nlCl811RRZ9StJZmMNDKUpF0EFOvLD5XNpeHfn2FqrSOJS1bRYpp9N/emA8Gc3aOKQusnllB96Cbj9sGIr8Q7GnNThDTxkPdaDXSsMnyaWXzA6A3w6JPi39XzROtBwMtUDxZ2IOPQ4ZLD9bFKK3CKdLYHeu4onwWyL7QOTgN2D0+ZBnyjaHrq16rodgbOP/WnZS+ntb6t8Tt1CGKVo1WpJarRavKOEU5Bwh7cFhb2/5XQkKCSk6gFq1hNPfaY4pWgLWzK/nKupk8s62F6x7axANv15Nv1HHHJfNZPopB8d89by7l+Ua+96+dyCmk73l8sSNvwvnKGTPRaSRe3JlZNcvh9kfMqFWO0RMnQfiNvR14fDLnzE9NpT7mGWgTQTpRmHSip3XQJL5mdkT1LffUi/7FoomZOEqBuRwGE1gunX04MeLwi/fFoMuHzVChKq1jSctWqFkirHrHMatnCUX1nYNRiqrOCIaCrNmDNx7qYmFdEQUmfeZf3N4DO/8uAnTCU8XXfAtqFouk6eN009BkGLqnNfr6qhSt9Z1DFK0QGjmWBhSF1xIVxFTqD7yna5eKQCiPY+xfvGG9uK4MtyE6+VTx89sSbGKqqOQgdrf4fOUFR974xYiwp66Fd3+b5aNTCUeX+CHHB/0OD1anl7qS+MrEV8+YyYQiE9VFJpZNKY24eIyUojw93zx7Nrf/fQdv7evk9DmVCb9H6REdrmgtytOzbEopb+w5yrfPmTPq40wWp8cX7BOCsKI1TlP7y7vaqSo0snhiBsazjCesrVBQE3O3kh5sMwql1eyIo7QWT4xRaNOKpRyaNw//GGc/dk0+Lo9YDNpcXuwllWDdlYEDPA7wOKBjN6z6eraPJOtUFpgozzfQEK+wMJdmpWi1ubx81NzPl07LoG0/nA//Al4nLP985P36PLj5rWwcUc4Q1x7sV0bexC9aG+JkWwTnYnemr2hVZrBHBzGV+rpFz3ZJIEhroHVsW0T8fmjYIPqeh9vcmHyquD38Lsy7ZOxeX0UlAyjnALNei0EpWh294HOL3n+VnOH43poPo7lXhCzEU1pB9ExdtXwSa2dXjknBqnDp4lpqi/P43RsHklJbgzvBuuF3x8+YW8m+DitNPXHCI9JEtD1YGcsT3R9gd3tZv7+Tc+ZVo9Ecn7v8QzKU0hpID7YZyvDKGoz2KHttT31mrcEg7MH2brGwGQpnPw5tPm6fH7dX/OcyVYmRN8N9n4rA74f//M/Q1sO2HcKaGN7PehxTW5xHS18ctclSnjg0LA1sbujB55ezE8Lk94lZvZNXCUuwSgR6rQatRsLpjZceHHldMum11BbnxS9aDRahRKZRabU5Y4tWg1aiXO6GwhrxH4y9Rbh9h+h/HqqfVaFmkbCgH07/6B8VlbEmOK4xYA/2+mSwBdxsafxcq6SOWrQGUMbdDKW0pgu9VsMX105n25G+pEbgKBfVoXpaFc6YWwXAG3uPjv4gk0QZzqygBDG5ouzBb+3rxOnxc7aaGhyJ1yUW1nGUVqNei8vrx+2TaKcUoz2O0prporV8piiY2rYN/RhnHw5NPm6vP2hx81qqwe/NShEx7uiph3d+IxSzeARDmJZk7phymNqSIYpWc1lKSuuuln68YxDGsfFQFwadhiWTS0b9XCnTtAn6j8DSz2T+tccJeXotDnfo7xxKD469vk4tt1Afr2gFcS7sSp8iMxhHaTXoNFTI3eJ6UVgr7hzrMKaG9eJ2yurhH6fVw8TlatGqMi6xu0NFq16rETksg4G1s60jGCipkn3UojVAqGiNr7Smk08traOq0MjdbxxM+NjgRTVB0Tq13MK0cguvZ7Jo9fiCfUIQKqyjldaXd7VTajGwPFvBJLmKNTAPOK7SKn6XVpeXVrkMvS1scWLvEbvhmS5aZ35C9NEON6PQ2Y9TV4DL6w9a3Hz5gc2KdKVdHksoCqtSnEbTshUK66BA3QCCkNIamyBclnQQU5fNxUX3vMM/t41etdp4qJulk0oiev0zxt4XQKOHWWdn/rXHCUrAncJwTqap5RYaOm3xHVHls6HrQNrcI9Y4Pa16rYYqesT1Il1Ka/168bPFuSbFMPlU6NglbJUqKuOIaHuwUFrD+rO7DmTpyFSiUYvWAMqM1mJz5sMyTHotN6+Zznv13WxpHH5hNVRQRDzWzank/UPd8WP604DT4yNPHzou/RBF65bGHlbPLI8Z4H7cYw2op/F6WgNzgK1OD21yGbrwojUbycEg+gSnnCoWx0Ph7MelKxBKayDsILjAsqphTAkJFq3b4i+IW7aoKmsYtcV5uL1+ugajxo+koLQOODz4ZdjfYR3xcbi8Pt450MXHbQPptQbbe+DPF0BX1IanLMOe54Wt01SUvtcf5+QZNBFBTN5genB8pXXA6aVn0B37ROUzwWNPW4Kvcg0vCBt5k6fxUiYN4M+fIFLC80pGthHo94PLBtaOyCAnrxuOvJfYGqww+VRAFrN/VVTGEYrSajboAunBYUorqBbhHEKtGgJEz2jNNFcvn0iZxcA9bw6vtrq9StGa+DjXza3E7fPHpmmmiZie1iHmtFpdXkotGQwMGi8oC44heloBBhxe2uQytNbWUBGTraIVYM6F4oQ+VAiJsx+3rgCX1xdceEklk8XX+o5k6CDHMcrf1m2F7qjd3oFW6G2EiSsyfli5Sm2gvaOlN8oibC4TRYU7cY+/MqKroSv1PIB/72zj2gc/YOGPXuXahz7ApNOmtw2i9UNo3AAb74q8v2MX9B2GuRem77WPAYQ9OFxpVZxMcZTWikCCcDyLcMVscZumxW289OAin9jgDjpXCmtTK1oHWuGXM+HHJXBnLfx6Fvzf/FDR2bJFfGaGGnUTTe1S0Bqg8Z3kj0FFJQcI9bRqQunBtqPCqaI1pNX6r5IaatEaIN6M1kxiNui4afVU3trXyfMftQ4ZyhTsadUl/tMtm1JKgUnH63s6Ej52LLC7I9ODFXtweE+rLMvY3T4sBjW4Ooag0hpbtOYZAvZgp4cWuQzJ7wnNSO2pByQxczHTzDlf3O59PvZrfj84+/HoFXuwuDAYCyvFCJI0zjU8ZuipB2NAKYu2CDdsELdTE/SbHUfUFotzeExfqzmgdiahtiobg3Fncg6DLMv88LndHDxq45rxA50aAAAgAElEQVQVk3ng+pN4/7/PYFZVQUrPkxLK6Kgdf4u0P+95AZBg9nnpe+1jgLyh7MFxXEDTlAThLIy9scbpaS32iM1ojyVwvSisgf7m5J+0fr1Qk06+Bc76MZz7SzAVwiMXwo6nxdclDUxZldzz6U1Qe5La16oy7nDEjLyRxfoqvxLKZqj24BxCLVoDDDWjNZNcd/JkZlTmc+uT27j03o28c6ArpnhNtqdVecxpsyp4Y29nbI9XGnC6fRG9Wwadkh4cem2X14/PL2M2ZqHHK9cZaAWdSdi8ogjZg4XSCoQWKD31UFQnFg2ZpqhWzAiN19fqtoHsx2MoFEWrkoBp0kPpVOg+lOGDHYf01At7nqEgtmht3ACmYqhakJ1jy0FqA+fwuEorpFS0Hum240vhvNna76TT6uJLa6fz/y48gbNOqKIoL83tJspGl9cB2x8P3b/3BZh0slh0qQxJdE+rMvImOj0YxIaIXivFV1otFeKzmEalVaeRMIZtVhd5hX3RY1aU1prUlNbmTWAshE/cAad+FVbcDJ97HeqWwTOfhw/ugwmLIuf7JmLKqdD2EbhGbq1XUck09rCeVr1iD7Z1iM91+Ux17E0OoRatJJ7RmikKTHpe+upqfnbZAo4OOLn2oQ/4rycjk1lT6WkFMfqmy+ZiZ0v/mB9vNLEjbwL24DClVTk5qEprHKxtQmWNY1EP2oOdHlqVonUgrGgtnZqpo4xl7gXCptgf1c/lFO85n74Qt9ePzeUBwGLUCiuzqrQOj88rLJ5lM6B2cfyidfKpEKf/7nilKE9PgVE3Jkqr2+enrT9OEvEQbD8iEiYXZXL29EArmMth0krY/KAYc9PTIOzBcy7I3HGMU/IM2oie1uD1Nc5nSqfVMLnMQkOXLfaJJEmorWma1WpzerEYdRHtSwVu4bRx5olJARTWiUR2jzO5J23aLCy94T+ruRSu+xe+hVeDs5+t2hNTy8SYvFIkyjd9kPz3qBzb9DfDB3+MuCuZ8Y6ZJDo9OGgPzq8Un+veRjHdQSXrqKsdEs9ozSR6rYarlk/izW+t5dLFtby4oy1i9ILbl3xPK8DaWZVoJNKeIuzx+fH65fhFa9jxKxdAs0FVWmMYaAuFFEVhVNKDnV6OSuXiTqVIzMa4m3DmXiRu974Yeb9StBoKAeizi6I136gTx9t3WBRmKvHpbxKjgUqnicVl+67QgrSvSVxIVWtwDLUlebFKqyXwmUmiaHWFna8aU+hr3d7Ui0GnYe6EwqS/Z9RYA3Odl39evB8O/icUjDZXLVoTEdvT6kerkYacHz613BJ/VitAxay0KK31nTZ2HW5jgiGyGM13d+KQDbh1Aft5KgF3Lisc3S3G1ESjM/Bw2be43v1trjuwmtW/eJMHN9TTbXPx5r6j/PTfe7j03nf53xc/Dm7wBJm4AjQ6OPi6ushXEWy8B166HQaFnf3q+9/nV6/mlnLp9PiQJDDqNOgC9mBZsQeXzxYbMenaZB/shpYPQ/+pDrRhSUrukiSpCvi7LMurJUnSA88ApcBDsiw/nM4DzATZmtE6HEadlnk1hfxzWwuDbh9FeZGqZaI5rQolFgNLJ5fw53cbaO93sHJ6OadML6OqcGytpOHDmRWUvlu3L47SalSV1hisraInKA6hICYPg9pCMci9v1nMD7N3Z7doLZ8pTux7nxcWM4VA0eoP9GQqqZsWpWj1e0Vhlk2VOJcJD9jKKwa/RyhodScJlRUSz088DlHG3kSQgtLq8oTOVw3dg6yaWZ7U625v6mNeTWFSeQNjxkCrSBufe6FwaXzwR3APCst4yZTMHcc4Jbqn1euT0Q1RsILoa12/vxOfX0Yb/bjyWbDtMTHyJU6LR6o09dj53esH+MeHzfxK/0fOKGgC+cKgE8fsOkqbXIpfab8Jjr1pTXxObfkQZL+wAkfRZ3dz95sHWTzjTB4/cya/eW0/d7y4hzte3AOItcfs6gIe2NDAlsO93HvNEiYUBTb8DRaxwfb+veK/vBLRunLZg1A5J7VfwO5/iaJh8srUvk8lt6h/U9zae8BSzv4Oa0ptF5nA7vZh1muRJAmDVkLCL3paLZVifQNiQ6py7ti+8EAr3HuKGFkYRIIvboBqte0nHgmvrpIklQCPAJbAXbcCW2VZPhW4XJKkNKZMZIZszmgdDqWws7tDalSwpzWFhdGPLprHKdPLeGV3B197ajsrfvo6L+wY2xmZzkAxGtHTGiisw3djlbEnqtIahSwHlNb48/DCe1r1Wk0gKbIZehvEA7JZtIJQdRrfjQyDCZyI/YGRG92Dbow6kc4XPF7VIjw04UVr7VLx/4pFuGED5JVC5QnZObYcJq7SaioSoTLJ2IPDNtkOD6WqReHx+dnZ0p9ZazCElFatHk76LBx6XVgzVZU1KUwx9mB52A3hqeUW3F4/rdGbIiA27mBMQls2HurijF+v59mPWrlx5RQuyd9N0WB9xPnS7OygQy4NOZkKa8VtMn2tzZvEbV3sJundbxzE5vLy3+fNZfGkEh69aQV/vflkvnHWLB67aQUf/fATPH/rKu69Zgn7262c/7t3eDd8QsFl98NF98Dp34d5lwmHyMfPpvYLkGV4/ivw6GXCxqwyPhlohc694v8D83utLm/KIXfpRoSIivW2XquhiEEkvzegtAaK1nRY/1+6HbxOuPxhuPopuPJxkWuy6f6xf61jhGQqHx9wJTAQ+Pda4OnA/78NxJeGxhHZnNE6HEphN+gKu6j6lTlyyY/mmVdTxB+vO4kPf3AWL9y6ikKTLvIiMwYElda49uDQrlq86H4VxAnd54o7oxXAFLQHe4SSU1QnlNZsjrsJZ84FwkKz/+XQfQGlVZkT2TPoDqVfqkVrYnoaQJcHBdVCRSmYAM1bxIKucYNI9VT7WWOoLc7D6vLS7/CE7tRoheqTQk+rxaBNenG1r92K0+PPbNHqdQs1QDlnLPmMGNGArPazJkk8e3C8ECaFqeXDjL0JLm5HZ31s73fylSe3ManMzPpvreUHK7Ro7IHrtaJaAXnOo7RTEla0KkprEgnCzVuEMhylCB/uHuQv7zXyqaUTmV0d0iNOnlbGrWfMZNXM8qCb6rwFE3ju1lWUWQxc99AH/P7NgyLwsWQKLLkOTvsWXPAbqJoPR1JMFO5vEtcPnxue+FTaeoVV0kz9+tD/O3pwe/24vX6OWl0RYky2cbi9wQkNOq2GCimwdrFUCPdA0cSxt/7veUHM0j7t2zD/kzD7HLHZuPCK2DR4lSAJVzyyLA/Ishye4mMBlMSVHqAq+nskSbpZkqQtkiRt8Xpz5405FNme0ToUSlhReBCCJzinNfXFqlYjMb+2iAV1RexqGUj8DSkQzx6s9N1G9rSqQUxxGWZGK4QU7EG3T/zti2pFT6tS9GXbClizWCyeExStwc2KgmpRkPU0ZPhAxxFKr7JyXqpdKpTWvsNiUadag+MyZIKwpUKEayRAKVpnVhUM3b8YxfYm4SpYPHH0ttCksbWLW+WcUVAFJ14FlfOgal7mjmMck6fX4vT6g8EwXr8f3XBKa4Uy9iZOGFPJlMBMx5Evbt1eP19+fCsOt48/XBuw3SqtAMZCOBQoWmUZo0MorUEnkzFfnGvDldbGd8Ts1fCZ2LIMzZuhLraf9Rev7EOn0XDbJ2YldbzTK/L51y2ncsHCGn75yj5ufnQL/XZP5IMmnSzU0uj8Ap8HHjwrvgrbvlPcXvoH0SP72CdD451Uxg/1b4q/H4CjN2Itm0peQLpxeHyY9eI4DVqJcqVoVdLXy2eN7axW5wD8+1tiQ2flrZFfW35zbBq8SpCRbNPbAMVHmx/vOWRZvl+W5ZNkWT5Jp8v94iTbM1qHQlngD8axB4+mb2p+TRH72q0RxeRocbiH6WmNSA9WlFbVHhxBcEbrUEpr1O+1sE5EsnfuEwqcwRL3+zKGJInRLI3viEURBItWbaBo7bWHFa2SpCYIJyI6Fbp2CfQcEruzoIYwDcGQs1oLqsHanvD73V5xLptVlU9TjyOp/qvtTX2UWgxMLM3gdWQgzjnjgt/CzW/GTSBXicWk1+Dzy8HraiJ7cEW+kXyjLv5mhkYbmOk48qL1p//ew4dH+vj55QuZURlQOhveFkrPCReLtgCfF+zdaPwe2uTSCDu7aBsJK1o33iM2uN7/Q+i+nnrhOJgY2c+69XAvL+5o4+Y101LKvLAYddx11SL+56J5rN/fyYX3vMOetrBN8cmngGcQ2ndEfuOR94VNefe/Yp+0fScgiTng1/wNHD2icG3aFLq+qCTGbRe/546PM//asgz1b8G0teLf9h5sYUXr4RyyCAt7sFhj6bUaKlCU1vCi9YCYPT8WvP5jsea78HeitSOc6vliKoCSBq8SwUgqn62AMm36RKBxzI4mS+TCjNZ4KIWd3RUnkn8ESqvCCTWFuH1+DnTE2S0eIcPZg8MvqoPKPCxVaY0kgdIa83stqgNk0UeabWuwwpTVYjF0VAR24OwHQwF6gwGAHpubgnBbeOlUtWgdCr9P9CuH/22Vvtb37xOqYUWKwSbHCSGlNWonv6AmqWRV5Xw1q6oAt2+I/sUoth3pZdHE4sy6dQYChqfwc4ZWBzpj5o5hnKNsBirXr0T2YEmSmFpuibAHH+q08erudnoH3YHF7ciK1uc+auXPGxv57KlTuWBhYCPC7xcbgVNWw/R14OoX48UCf/t2uSSi/UbMag28L/qb4cArokfuw78IdQdE4QcxIUy/fnUf5flGbl6T+vVEkiQ+s3IKf735FJweH1/76/bQFyedIm6PvBf5TQdeEbfNW2KfsH2n2AAwWISL58pHhVr80Flw36mw6YHQzzNG+P0yb+49mnPjWJJi/6vw0neEevfCbfDPL8F9q+DOOnj4bHj4nMzPzj26R2ysz71I5Ak4eiOK1oYcKlodbl+wHU+n1cQqrRWzwGMPfbZGQ9MmUZCu+ALULY3/mPA0eJUIRlL5PAL8jyRJdwEnAON6IFeuzGiNh1LYhSutqY68icf8WqF87W4dfnar3e3l6S1NESN3hsI5bE9rmNLqUpXWuCiL6fzquF8OHyoftAeDSBzOlfTdKYG9LMXO5ugDU1Hw2K0ub+TfvXSaKMzU3cRYBlpFP1d40VqzOPC1FvG7VtW0uJRbjBh0mliltXCCUFoTvN8UZ4jS05eor7Xf4eFQ5yCLsxHCBMJpoTIiFHVFuX4lSg8GmFYRGnvz1OYjnHvXBm5+dCtL7niNJ+pN+Hsaae3qTek43t7fyTef/ohlU0r47nlhm1Gde4TKOHV1QLGShEU4oLJH2IMhULQGNkC3PSbUrkvuBbc1ZDds3gSGgohNr62He9h4qJsvnjZtVHkTSyeX8KW109nXYeWQYqEurIHiyXGK1tfEbf8RsHZEfq19R2R66vR18I09wkmg1cG/vwmPXjqmqusbe49y4583s+Vwan+7rCPL8OJtsOUh2Pk3+PhfwpabXwGrb4Nzfi42O7Y/mb5j8HliezCV/uvp60TvtKMnwh58OIfswXa3L7h21QfswbJGD6bAOb08YJcfrUXY64bnvyo+E+u+P/Tj5lwQSoNXiSDpolWW5bWB28PAWcC7wJmyLI/rFWcuzWiNRlngD8ZRWpMdeROPqWUWLAYtu1uH36l8enMTt/99B09taUr4nA63OK5we7BWI6HVSJE9rW4xD0tJw1UJMNAq1DOdIe6XNRopaLc2aCVhF1PIFaW1ZDIUTxJ2NhBKa15xhJU9YkFUOk0UZsmkXR5vxAvYMhWFLp5qP+uQaDQStcV5tPZFzrWkYIIICxvsHPb73V4/kgQzA/bMxgR9rTuaRT/rokkZLloHWoWKNgbjVY5XlIWq0t7i9vkTupimllto6XPwjac/4tv/2MmKqaU88bkVfOOsWXSbpqDBz1fvfYZ3DiQXdvjeoW4+/5ctTK/M54HrT4p8/QZltNUqMJfChBNFMWAV50yhtEbZg21HweMQ6ur0dSLkZeIK+OAPYsOmebNQeDSha/A9bxyk1GLg0ysmJXXMw3H2PLHx+vKuMCv+pFPg8HuhIrP3sEiVPeFi8e+WMLXV0SdU1eiRH8YCOOlG+MLbohBr2RJbCI+CzY2i6Oq2jbP5skrGwdk/hW83wu318I29cN0/RWF08heFqv7BfWNnbw3H64a/XAy/WyzmhyvUvyXU8uKJIuk+TGk16DQ5pbQ6PSF7sEGroZx+vHlloaDDsUoG3/g7OPoxnP9r8X4eivA0+K6Do3vNY4wRVT6yLLfKsvx0VEDTuCQXZ7QqKEprxMibUQQxKWg0EnMnFLKrZfg/3/r9YnH3f6/tj7B1xCOePRjECSCip9XlxazXDjm8/bjF2pZQMTEFir/gyBuFXClaAaasgcPvioujsz9CaQVC6cGgJggPx1Cp0IpFeOqazB7POKO2OI/mGKU1bI7lMLi8fgxaDVWFRkx6DQ0JFIHtR0TRurAuC0prwQRVcR8FeVH2YG+SRasswz8+bObWdTP4843LWTmjnP9aN5NbrzwPgBON7Vz38Afc88YBkag7BFsae7jpkc1MKjXz2E3LKTZHbVo2bhAqZXGgmJx+uig6uw4gSxo6KY5SWmsBGT58FAZaODrrav73xY/ZWHGFsBvu+gd07I4IYdrV0s+b+zq5adXUMWnbqSnO48SJxZFF6+RTwN4F3YfEvw+8Km7X3C6CeprDxtp07BK31QuHfpEl14vNmg/+MPRjUmRrQGEdcOR+eGgE4RsbQ3Hyl8Q1RbFkjyUvf0dc871OeOZmsTHidYvWpWlrxWPySiJ6WudWF+RcT2u4PbhC6sObFzaf21IuVNfRJIN3H4L1vxAbNbPPTfx4JQ1+84Mjf81jkON+XkKuzmgFMXIBopXW1Oe0xmN+bREftw0MeUF1eX28X9/DsikldNnc/HH9oWGfT7nom6KKVr1Wihx54/ZhVsfdxDLQFlpUD4HyuzXoNGAwi91LyK2idepqMb7n6O5g0Tqs0gpq0RqPnnrQGiM3J0As1pZ9TuxgqwxJbXGcWa3KplCCvlaX149Bp0GSJKaUWRIurrY39TG9wkJRXoZHpiVxzlAZHpMhqmj1ywlbb06ZXsapM8p46DMn8Y1PzEYbvgFbMQcM+Xx7zlEuOrGGX726n8//JU6iLmIW6w1/2kx1oYnHP7+CsvyoXmSlnzU8cG3a6eD3wq5n8Jsr8aGNCmIKvB82/BqfuZLLXi/kgQ0NXLexkma5nL5nbgPZj6821M96zxsHKTTpuP6UyUn8xpLj3PnV7Gzpp6knsOET7GsNjL458Ko4/1fPF4pqeF+rkhwcprQe6rTx9ae289a+QM+pwSwW9XteiFT3RojL62NHYBM/YlTWeKBxQ+KMg7kXiWvJ+/eO7Wtv+ZOwJZ/6VREqdGQjbPi1sKB7BsX7FYRLICw9eF5tER0DuTP2xu72BjdsFHuw2xRWtEoSVMweudIqy8IWrDPBub9I7nsKqmDeJcLW7xq7/Jnxjlq05uiMVhA7PkadJuKDPRY9rQDzagqxu31DWjS2Nvbi8Pj44mnTufDEGh7YUE97vzPuYwGccdKDQRRY4RdVu9sbLMZVwrC2JlZagz0XgY+t0tdakiM9rRCyrTZsSKy0FtaKwkwtWmPpqRcjNKLnsE5eKaxFqro2LLUleXTZXMFeRSBppdXt8wffs1PKLMPa2GRZZntTH4syOepGIYlzhsrwKEqrcv1ye4cfeQNQWWDi8c+dzBlzY6b9iRCsGWeiP/ASv71iIT++eB5vH+jkgns2BJ1Nsixz31uHuPbBD6gqNPL451dQWRAnrbdjJzj7hHtFYdLJYlSYrR1/IP8gxh4MYGvncfdqbF6Jf39lNS9//XTaZl1HMSKM50vrhQ12f4eVl3e3c8OpUykwjd0a6JyARfiV3QG1tXwWmMuERdhtFy0kM88WX6s9CVq3hXrN23eJIqxA/H4buwa5+v73+ee2Fm7402au+ON7vF/fLTbvkEXRNEp2tQwEFesB5zgqWmVZXGsTZRxo9WKUSsPb4vc7Fhx+TwQ/zTgTzvghnHglLLgC3voZvPN/InxJ2XDJKwFHL1anWMvOrxG5Koe7c6Ov1eHxhUQBrYZyaQC3sSzyQeUzR97Tuv0Jsblw1o9Ein2yLL8ZXAOw46mRve4xiFq05uiMVgWLURdhzQ2mB0cvZlNkXo0SxhS/r3X9gU70WomTp5Vx+9mz8ftFuuBQBJXWKAVYr9UELc0gVGM1OTgKr0uk7iZUWsPswSD6Wi0VYCpM9xEmT1Gt2EFv3CAWXKYijGH9yxFFq0YjCjO1aI2lpyG3FPRxhjL2JiL511IBkjah0uoO2IMBppRbaOqxDxlG19zroHvQnfl+VlkOKK1q0ToaYuzBSSitCZl7Idg6kJq3cP0pU3jqC6fg9clcdt9GHn2vkS88upWfv7yXcxdM4Nn/WiVmscaj8R1xG6606oxi4wqQA6OOYoKYAjzhOZ1HP7uCE2oKmVlVwLLLvgZ6CwOWKbx1xMcFd7/DD/61C4tBy40rp4zuZ45iSrmFOdUFIYuwJAm19ch74trgdcLMs8TX6paB2yZ6XCEihKm51841D36Ax+fnhVtX8ZNL5nOkx85V97/PT96xisCarX8WPbyjYOth0c9q0GrGl9LaUy82r5LJOFhyPejNIn1+tAy0wdPXCdv6Jx8M9Uef/ysx2eDgf0QrS2DcndLTqrgGT6gRa5ZEeQGZwOPz4/HJIXuwRqKM/v/P3nmHx1Fdffid7atebFm2JVuuuPdGMZjQbDAlgQCBEAIEEiCE9JCQ5IOULz1fAikEQieFEghgeseAwQ3cu+Ui25ItS1bX1vn+ODvbtFrtSitp17rv8/hZeXZ29kq7M3PPPb/zO7jCM60gda0tR6A5vidCB5qPwKu3y/d/1heTe23ZXKljX3nfcdHqSdO0fE3TXtI07VVN057RNC22iUscVNCapj1aDbJsZlrdkUZMFpPW45rQcUNysJlNbOqkrvXd7bXMHllItt1CeVEWV580kqfWVkX2XwujzePDZjZ1WKW2mk2RRkzRDrKKhF1AQ/LgwGe/8Ftw3u97c2Tdo2Kh1LO4GsERx4gJAr1aK/t4gGmOrgd6tKqgtbsE296EB60ms6xyNyYQtAa+s6MGZeHx6RzqRGWydp/UwfW5c3BbPfhcnfZ1ViSGM1oenEBNa5eMO0tq0bZKP+VZIwpZdsspzKso4kfPbuLNrYf50dJJ/OlzMyMX8aKpXA5FYzouZo4RyaUWWLCIyLQ68mjWcnhfn8bPr13K1LL8sF+2AC64i7ylP+fpG0/CYtb4qLKOz584ksLspOeOXbJkylDW7KvncGPg3BmxAOor8a95BN2ajbvsJBl72Rx5vmqV1EIe2QqlUznU0MYV931EU7uHR6+bz5Th+Vy1YCTvfOd0zphQwtNrq9Dnf1nOhfVP9Gisa/bWM7I4i9J8B42ZFLQapoeJeBxkFcH0z8GGJ5IPvMLx++GZL4O7BS7/Z6QRnCMfLr5fFgfHnR3a7iwEdzOtba04rCbGDJa+8nvSINNqnPtG0OrwNWLTfLTZojKtY8+Qx3VJujC/8gOR957/x47Kqa7QNMm2HtkSWsTKbK4Efq/r+tlANbA42QMM+KD1gunDOG9a+q5W59gtETbhHp/e85sqEkyeUJobM9N6uKmdLYcaOXX84OC2r54+jjyHld+8Ejvb2ub2BTOB4cSSB6tMaxTGJLqLrInhuBz8/MvmwKQLenNk3aNioVjsQwd5cIcFi6LREqAdB6uIKaOpGrxt6dPKKAMxMq0x61qbupAHhwWtI4tlclXZSUZg9Z56smxmJpTGcYLsDbro66xIjI7uwTqWHqqYcOTD6NOk3jJwXSvOsfPwtfP42QUTeOIrJ3LdKaPiq7v8Ptj7QWxznTGfAkALlIdEZFqBG73fZM20O5g9MoZkfeolMHEpU4bns+yrC/nheRO5+fTeqY9fMrUUXYdXNks7m+YhYv5k2raM19onMP6ONxl3+0ssun8vLeZ89q1/h+2b1oDPzb3bczj79+9S1+LmkUDAauCwmlk4bhD1rR5qCmbDkKnSGqSb9xBd11mz9xizRxSS77RmVqZ1z3uQMyRxj4MFN0p7mtfv6P4994O7oPIdWPxLKIlRR1s+F25ZI3WuBlnyXfS31pNjt5LrsDIox5YWZkxtUaVtTpe4frfbozKtQybDyJPFGCnRNn07X5dFgoXfkprY7jDlYgn6V97bvdenEbqu/0XX9UCvKwYDh5M9xoAPWm9cNIbPzCrr72F0SnSm1e3191y+FGDK8Dw2Hmzo0Ex7+XY5aU8dFwpa87OsXHNyBW9uPczuIx2Lwmsa22P2d7OaTbi9kUZMcVeXByLGJLqLrIndarS8SfPTNlzOFmXE1OGzLxolAVpTNYoAnTkHKxKmNN+BSSN2r9auMq2+8EyrkRGIPblaWVnH7JGFXdZBppygOkNlWnuCoV5pj8i0puD+OmGp9KA+vDm4ydxez+c/vIBZ71wLLUfjv75qlSz8xcqglUyC8/+IeeYVgATaBh6fn+WeCSG34TjkZ1n50sLR5KWwljWccSU5jB6UzcsbD7HxQAPnPdlAqy5mU9aJi/nOOSfw9TPHMXZILmu8o2mrXMk9j/8XgPeaS1k6fSj/vmEBM2KoGCYOFXnpluommP9lMf7b+363xrmvrpXaZhezKwrJc1pobE8Pc6Au0XWRWlcsTNzjYNA4CaA+eQzWPJj8ex5YC2/+VIydZn2h8/2KRomU3SCQjdXa6sgJLFyPLM7udDGwLzHm18YClt0l52artajjzvOulxZDRo/heLhbYNk3oHic9MvtLlan/K23vgANVd0/ThqhadqJQKGu6x8m+9o0n/0qYtW02nroHGwweVg+x1o9HSZ27+44wqAcG5OGRtZKXjl/JFazxiMr9kZs31/Xyquba1g8pWOBuc0c2ae11WzI/RcAACAASURBVOUNyjAUARLMtAabX6fo8+81ckvlQg0StJrjBa3KQbgDKmjtMVazidI8R4xM67CEalqNOuySXDtZNnPMyVV9i5ttNU3MHxVjctPbqExrSjCyK+0euUdJTWsKrq8TzgM0ybYavPYj+e7teR/uXQQHP+n89asfAFsujD+n43OaBrO/iJY3FFtU+Y1hdJPr6P+FYU3TWDyllA931/GZv36ARzfjGyYtu04/70puPn0sXz9zPH+/ei4nL1rMeNMBbh13BL/FwSPfuZJffGZaRIY1nImBmsjNhxole2zLTV62GcBodTN7ZB9kWhsPwqOflj61PaV2BzTXRC4SJ8LpPxDzpBe/C/tXJv46VxP85zrIKYUL7krODDDQ6UBrP0ZO4LspzuxpIA92R8qDjaC1xRpDqTBhqdxDEsl6vv0L6Td8/h8jA/juMOc60P3i1pz+WDRNWx3274bwJzVNKwLuBq7tzsHTfParkExrZNCakpsq4iAMkWZMfr/O8h21LBw3uEPd7OBcO+dPG8aTq/fTFOawd887uzBrGjec2nGS3aGm1e2LmZEd0DQdEkdIR/y6uHB3u7Qn6BpYgMVsCraFiFnTCv0btPr9of6B6UDdbuldmF/e3yPJaIYXxurVOlRqreO0EHB5fcFzTNM0RnYyuVq1R8xb5o0q7vBcSon1/TQC75wknCgVHTCMA426NnEPTkGmNacEyucH61qpfBc+fgxOugWufVkmoPefDR//o+Nrmw/DpmdgxhVgjy87t5q1CHlwczBoTY9uCEunDcOv68wfVcSyry0k99SbYMFNIef7AObyuWjojDz4MqYhk0PGPp2Q57BSVugUjw2rUxYJNj8vpoZJsmZvPbl2C+NKcslzWHu3pnXlvbDrTVj7cM+PtSdQz5qICVM4JrOYJ+UPh8evSlzl9Pqd0uv3M/dG1rEmQmB/i6uebJsRtGZR3dgeDBp7DV2Hw1s7fbrNI+eMMzAuW7soDZstMa7rZivMuRZ2vQG1Ozt/z0PrYMVfpC1TxcndH7tB4Ujp7brmoW59x/sYr67rc8L+BSP8gPHSk8D3dV3v1spNBsx+BzbZdktEn1ZvimpaQSQ2ZpMWYca06WAjdS1uTh0/KOZrrj6pgha3jydXi0yhuqGdJ1dXccmcspguiDaLKeKmKjWtKtMaQeNBmUx3sXIZcg9OT6frCMYGnCEDJiJGXWuHTGt+uQRo/Rm0fvBH+PM8aKntvzGEc2SruCqb1eJOT4jdqzUgp42TbQ2vaQWZXMVyuVxZWYfNYmJaWexsUMrYugzung01IakpjQfFDdmSegOdgYTFbMJq1sLcg/09duYPMnGp9Bw9sh2e/7qc06d9D4bPgi+/AyPmw7M3Sd1bOGsfBp870NIlPjZL5KKw0a4lHTKtIC6xy797Og9dM4+ibJs4Ky/+Rccdh0sGFk9LRH/WeEwcmieZVoCpnxU5dfTfMgHW7K1n5shCzCatdzOtXhesfVR+3vBkz30cKpdLi6PuKHKchWKi5GqEJ74gWdSu2PoCTLqwe0FYlmRara5jwe9mRaD0Ym9dL0uEtzwHf5kvi0YxaI3KtFrbavHqJlrMnSwYzb5ajNZW3Rf7+b0fwGOXSIuns+7s8fCDzLseWmthy/OpO2bfcx0wC7hd07S3NU27LNkDqKA1zcm2WTr0aU3JSjCSuRs7OCci0/ruDnGVO2Xs4JivmV5ewKwRBTy8Yg9+v8697+7Gp+vceNqYmPuHZ1rdXrEWV5nWKJoOJVSb1qFPazpzwhK4dV3whmoEAR0+e7MFCkb2X9Dq84qdvN+bHtlWv19ueiMW9PdIMp7hhU6qG9sj29UYcto4vVpdUUHr+CG57DnaEnJBDbByTx0zyguC52WvUbcL0GXyZdB0SPVoTREOqzmY7fH6dKyWFC0KTlgqj/+8VD7Dpf8HtizZlj0IrnxKyiiWfUPq30CuR6segNGnw+DxXb6FeEakpzzYoKwwK6i06RRngfRyhaSC1j21LfLZjT5NgoQNTyU1tsZ2D9tqmpg9QjKBeU4rLq8/sr9zqtj8nAQdUz8rstGqVd0/lq6LCVNX/VnjMWQyXPRXqFoND58f31G44YB4b4w4sXvvFci02j0NwTlARcDkrtfb3nz0N3l85faYv2N0TaulrZaj5OGJ3eVMVBSTPy29V8ODfV2X93r4fFFIXP1c8hnpeIw+Ha54AiZdlLpj9jG6rv9V1/VCXdcXBf4l3YA2A2a/A5ssuzki0+rx+VMqD508LI9Ve+q447lN3PHcJp5YvZ9JQ/MYnNu5Bv+ak0ex92grT62t4p8r93LRjOGUF2XF3NdqNgWNIozgW2VaozAyrV0QanmTAaetpklmIYCRaY05mSoaLQYPK/4i/z66F1rrYh9334epDXC3vQiNB+TnY/tSd9zuUrNB+tsmK/lSdKCsMAufP6pdTSKZ1ijfgAtmDMOvw3/WHghua3Z52XigoW/qWZvEfTWiPrLxUJd9nRWJ4bSag0GK2+fvuXuwQdEoGDJFDJmmXR50/Q1isUu927F98PYvZdu2FyQ4mHdDx+PFQO6v4UFrINNqTw95cFIMD7S+KZ2W0O6Thubi12FbTZPINiddBNteiiv9j+bjfcfQdYJOy3lO+bs1tvdCtnX1/VA4Cs77HVgckm3tLke2SgDc0/vE5Isk43p4Kzxwtsh/Y2EE2EZ7omSx5YDJitPbEFRbjRwkc8aUtL1pb4hw6w5SvVEMumZdDZ5WeOX7kc/7vBTufRkn7cH6dnPrYY7oBXh8cTLh826QLPVLt4XmLU9dAy99V1Rm178JJRN7/nuFo2lS4z7AFVgZMPsd2GTbLLh9/uBqaqpa3hicPXkIZpPG02ureHptFcdaPVw6J76b8uIppQzJs3P7Mxtwef3cdHrsLCtIT1Ej09oSWNHKVi1vQvg8ErTmd+1gbdRfZUSmNQqbRepa7bEC7vL50LBPbiivfB9e+g48eXXHG1DtDlnFfOl7qRvYyntDgcyxFJhj9BSjF5sKWnvMyGKZFO2rC5sUJZBpdXv92MPOsTGDc5hbUciTq/cHndbX7K3Hr8O8vghamwM1ZzUbQpPKpoMq05oinDZzWJ9WPbWLgjOukOvLOf8b+/mKk2VCveLPUge38j7IHxHbgCkGdospYnKdjpnWhJlwnqhuhkxOaPdJQ0WWH+wdP/US8Laxb8WT/OnNHQllS9fsrcekwYwR4ieRF/i7pbyutWYT7Fsh9ZCOfBi/GDY+LZn17vDhX6QX6uhFPR/bCYslK9haJ3XW4WUIBlWrwGyX9kLdQdPAWYjT1xgMWvMcVoqzbanJtH7wJ3j8Stj0dOT2VfeJX8iZd4hr8oYnYUdAQt5yFB77DPNW3srXLM8Ekynm1lpq9fzI/sfRlM2RrPMnj4XmLZufg0U/CPSu7eO+3QOIDLyyDSwMKUWb2xesX0llTePiKUNZPCW5yY/VbOKqBSP57avbWTptKGMG53S6ry1MvtQacEHOiu7VOZCp3Q5+D5R0faO2Z5IRUxQ2s4lsmzl2b8LTvgPzbwgFqeufkMD1k3/CzCtlm98Pz98qtV57P5Bg39zDbMLhLdIy4Mw7ZdKYDkFr5XLJPEcZlSiSx+ixuvdoKycbbQxt2WDPT6qmFeCyuSP49pPrWLWnnnmjilhZeRSzSWPWiBTKvzqjqUYCmYZ9kk2Ydz20HlWZ1hThDJMHe3x+LF1JWZPhxJth/lfiGwuddadkCJ+4WrKyZ97ZpRGRgciDQ8GZ0WkgI4PWiUvlX4KUFTrJsVtCQWv5AsgbTu2Kf/LbhhJe3lTNX6+c3akKDGBVZR0TSvOCgVR+INPa0JbitjerH5Cgb+bn5f9TPwub/wuVb4uTbzLseQ/WPiJ9UAtSZNZXPg+uexUeXAJv/ASu+Hfk81WrYdiMHtXQ684i8hqbIkqERhZnddpOLCmMOs+XvieKBmchtNXLXGLaZ6Wm9pRvwMb/wAvfgIvugWe+DM2Hqc8ezWXNb2HW5DPXWg9Ty1g83jhBq6bBF1+IlAebbSH5v6LXyLzZ7wAjO7D60xKQ1kqf1iQ/tm0vwbp/d71fElw5fyTnTB7Ct86O3zA5vKZVZVpjULNJHkundLlrqKY1A4yYorBbzPH78zryZXXSWSAGJOUL4NWwGpRPHhOZz9izwN0cv11Eoqy8T2Ras74gfQ37Wx7s90lArrKsKaE0z4HNbOrYwD5vaPxMa4y2YudOLSXHbuHxVfsBMWGaMjy/b+rzm6tlZX/IFDFlCvZoVZnWVOCwSqZV13W8fj31PXe7CkCdhbDkVxKwGtejBLF1yLQaRkwZKA9OEpNJY0JpLpsNTw6TiZZxFzK1fQ3nj7Oz92grS+9+j7e2HY75+nX7j7Fi91HOmjQkuC0oD05lptXVDOselzrIgCER486SxbP1SUqEPe1i6lUwEk67LXVjBBh8Aky5GHa/DZ4wAzufBw59EpJvdxOfI58CWiLmARWDUtD2pnYnHNkiCwKtdfDaj2X7x/8QSfDc6+X/4XL8h86Vbde9wtujv0OR1kzWjmdl4bwlkGn1d2GUZTKH5izOAhWw9hEqaE1zsgIneEtgBTWpPq0+rxSf/+tyePbmUD/QFFCYbeNvV81hVMABrjOsYe6Gxu+galrDqNkoK3TFY7vcNegenAk1rVHYLKbEJ/gmk9xcXM3wyg+kBcSrP4SRJ8NFf5F99izv2YDaG2QhZ8olMpEoGJGa3nk94dA6ccAcdWr/juM4wWzSKC9ydpwU5Q7tMtMaLWPPslk4f/owXthwkCNNLtbt76N6VpBMa26pGPvs+xAOrZftqkdrSjBqWr2BSaqtPxYFJ39aZMInfz0U2CRAdMubpnYvdospM3wPUsDEoXlsrW7CH/jsXjEtxKr5+J8xu1h2yykML3By7UOr+MdHkdd2Xdf5+YtbGJRj4/qwVn35vVHTuuEJcDfB3OtC2yx2mHSBLEK5kwjalv8Oju6INPVKJePPAW+bKH4MajaCt7379awBPLYCCrSmyKC1OJtDDT1se2O0lTrtNlE2rH1EWkytuk8kvEPDaqRHngSnfldcrG94G4bNZGf2TLb7h2NZfR+0H0PzuanXCuLLgxX9xsC4smUwoUyrIV9KsKa1pRYevQhW/AmmXSZZnDUP9eJIYxMuDzaCVuUeHEb1RlnhTEDq6rBkrjzYaTUnJ1krmRCoQXkCHrtYVn6X/kGc+wZP7HnQ+sk/pb3CvMAqbOFIaKiS86S/MH6nilP6bwzHGSOLszvKz/KGxV3Ai3YPNrhsbjntHj8/e2Ezbp+feRV9ELS6muR7mjMkIJ3UxdAFEnIcV3SNUdNqTFJTnmlNBE2DC+6C07/f9b5hRBsxNbZ7M1Ma3E0mDcuj2eWlKtDa6oFdOVSZyxi05RFGHn6Lp68axaLxg/mfZzexZm998HWvba5hZWUdt545PiKIynMY8uAUBa1+vxgLDpkKZXMjn5v6WVENbX85sWMd3gLv/Z/M58aekZrxRVOxEKzZsP2l0Laq1fIYPf4kcdkKKNBayHFEyoMBdh3p2jzr0RV7uPLvHwZ9BYJsWQZDZ4hUetFtkoX+9+el/t+4v4fzqdvhssfEwRto9fh5XFuCdugTUSUC9Vp+fHmwot/IvNnvAMMI8FrDMq1dykNb6+DeRVI8f9E90gx63Fmw5kHwunt5xJHYLKGbqmEtroLWMGo2JWxuYLjbZeIq+rfPGc/3z03STW/hN6UlRPV6WPjtUAuIUQsl49Td77LfL9LgsnlSpwOSafV74mbgep3K5fL75pb23xiOM0YWZ7GvrjVyopM7FJprYi5Q+Pw6Pr+OzdxRDTK9LJ8ThuTy7CcH0TSY2xdBa3NA2phbKvLggpEi3wOVaU0RRk2rIbNNaU1rLxPdp7Wp3TMgpMEGE4fmAbD5UCM7Dzez8WATu0+4Xtx1H78Sx12Tuf/oVXw+ZzU3/2Mttc0uPD4/v3x5K2MGZ3P53Mia0Dxnio2Yti4T6erJt3ZsTVNxCuSUJuYi3N4I/70J7Dmdm3qlAosdxpwO218JeUxUrZJxJmAWGY92Sx6FRNa0LhhdjKbJIkI8dF3n7+9V8v7Oo2w8EGrRSONBOLA6VAtty5YstKtBxjzh/C7H1eb28bp1Edjzgi7ex0yFQeWFIr3IvNnvAMOo/zQyrW5fAjWt+1ZAw3649FGY8TnZNu8GmaiF9/rrA6xmLTgZMOpys5U8WGiplXq1BN0Sg/LgDMy0zh5ZlPwk32KHSx6ABTfDKV8Pba9YKLUqB9d2bzC735S+ieFtJQpGyGN/1bX6vHLejlL1rKlkZFEWrW4ftc1hCxx5Q0H3hQLCMAxVSKyFIU3TuDQwyT1hSC75WX0QHDQFnINzhsikd2JgEmZxgkM5VKYCh9VMu8cf7OebSYuCtqg+rc2ugZVpPWFILiZNHISfWyeLSRMWfwW+XwXXvQaLf4Upbyg/9v2JYa1b+dq/PuYfH+5l95EWvr9kYod7qd1ixmE1pSbT6vfDO7+W0p8pn+n4vMksjsc7Xo3fI7WpBh46T8pHzr8rmCHsNcYvljZwNRvl/1WrRBrc3X6wAVrN+Tg0D7nmkMnVkDwHC0YV89y6gx0zqGGsq2oIlnm8vClsYXnrC/IYHpyOPUPcgpf8MiHjqFa3TxYDZlwRNGNsMBdFKBgU6UPmXJ0HKIbTbkRNa1dBy5Ft8jhifmjbmDPElXTlvb0xzE6xmk3B7EVroN9slsq0CsZNIdGg1WIYMQ2g03boNFj8vxLAGow8WR4ruykRXnkfZJfApAtD2woq5LG/gtZDn4hUTJkwpZSQg3CYRDjYq7WjGVO8oBXg0zOHY7eYOGlML08cDYx2N0b23Qha84b2eBKpEJw2E+2e8Exr5lxfO2ZaB1bQ6rSZqRiUzeZDjTz3yQFOGlNMSZ4DrE5xxF3wFbjyP5hySng0909s3rWHO5dtZv6oIs6YWCImQ1GKi3ynlcau3IN93viBJojEtmYDnPqdzs24Zl4Ffi+s78Qo8+gu6Z96dCdc8bjUwfY2486Wx+0vS1uYut09rmcFaDblApCvN0Zsv2jmMCprW9hwoKHT1/734wPYLCamlxfw0sbqUIC7dZksCgyOMgQ95RtSJ54AbR4fTqtZDCADNJkLlDw4Tcmcq/NA5KN7GfHkEmx4gllKjzeBmtbaHSKBc+SHtplM4qK2/6OQ86rPAy//AP5+lvzcCxhj9fj8wd/BaVWZViDMOTgxeXBJngRug3K6bzt/XJBdLFLJPe8m/9q6SpE+zf5i5CqsIX3qrhmT1wXLvgkPLe3YXzYavx/+fSX86wqR8oMYR4AKWlOMUTMVYcYU7NXaUQru8skEtrOgtSjbxgtfO4VvnDUutQPtjKaAbC4n4HBaNk8WXPJUS6RU4bBE17RmzmKANSrT2tTuIdc+cOTBIBLhd7YfYc/RVi6cHuO8yC6GSx8m213LE4Pux6Lp/OjsEWjLfwe/HgMvfjti9zyHNX6m1d0Kj1wAd88OXb+j0XWRmhaOErO/ziiZILWiax/teN+o2QwPnCPS4KuflxKvviB3CAyfLffJA6mpZwVo0iRozfE3RWxfPHkoNrOJZz+JWkRsPAS/m4D+syHctnYRG61f4KG2W7HWbmHH4WZpabPnPTGo68ECXpvbJ+agg8ZJuxyThRZzvpIHpykqaE1Xju6C136E9fB6FptWBrOUHp8fq6WLE7R2m5yA0cy4AqxZ4qrWVAMPXwAf/hmqVqamhUgMDBdOt89Pq1tWtMwZVDPUq9RskslognKfsSW5vPe905nZF70h052KhbB/pQSLybD6ftBMMOeayO1Whyz0dCfT2lAFDyyWY+9ZLoYZ8fj4EVkh3vYi3HuayL72LIfBEyBncPLvr+iUssIsTFpnmdaOQasRANjjLAyOLcntu7rB5mrp7+gMnPMmE1xyP5zxP33z/gOAaCOmTDK6k5Zy4S1vvBFGNwOBSUPzpLey2cQ5UzrxAxg+G879LeObV7JhwiNMeeo0ePOnUiawd0XErvlOa+fuwV4XPHGVtCZzNcCq+2Pvt/0V8WI49dtg7uLzmHmVzNmqVoW2+f3w7E2AJv1TU5DpTIrxi8WAadtLcr8cNrPHh2xAgtZsX2SmNT/LyqITBvP8uoP4wgPF1Q9AUzUHxl7BQ95zqBp3FXl6I8/Y/oddbz4sf2O/N6Q+6Satbi9ZRhvGc38Ln7kXi8XcpTx488FG1u0/1qP3ViRP5lydBxK6Dsu+AWYbesEIrra8GurT2lVNq65LpnVQjP6pzgJxntvwlEyWD34MS34jz3Una5UAwUyr10+Ly0u2XWVZg1RvSFgabFBWqHqBAVL76W0PORsmgrtVVrQnni8OstEUjAjWtCRM5bvwt9PknFv8K9kWz9m4qRpe/bEE3V96XaRp958Ne95XWdZewGYxMazAyd66sExr9mAwWWL2au1KHtznNNWE6lkNRp0K5T3PfCgEh9Us7RkDC8OZlGkNNzqEgScPBglaAT41oSTYsiYms6+GmVfh2P2KLBBe97r4GhzdEWHql+8MZFpf/RH8Yao49rbWiST4P9fBztfF6Xnc2bDyb9I7NRxdh3d+KaZp0y7r+heY8hlJJnz8aGjbun/K/Ozsn8VOQPQ2488BdPj4MZmj2OK3NkyEenIAcEYFrQAXzhjO4SYXH+0+Khu8LjEOHb+YP5i/yJ/NVzHss7/B/JXl7LWNZcm226UNXu5QGDarR+NqdftwGOq/4jEw5WJZDIojD3Z7/XzhgY+48M/vc82DK9kYR9qsSC1pcmdWRLDuX1D5Dpx5B9qCm5ht2kFundQ/en16/JXgpmpwNcKg8bGfn3e9TPYtdpk0z78BSiZ1vz6wC0LyYJ1Wty+0ojXQ8XnF4XDIlP4eSWYy8iRAS671zcanoP1YpAFTOMkGrYfWwaOBhvHXvyn1UwUjQlLfWLx8m5x/S/8gq+c3vCPSK58LRi9K/L0VCTOyOCtSHmwyibNkrExrIACI7tPabzRXi1xP0WsY5SpNgexaJnkG2ML6tPr8esCIaWDJg2eUFzAs38HnF4zseufz/wg3r4QvLpOFn5JJkq07ujO4S56Rad32ktR0vn4H/H4S3H8mbHkeFv8SZn0BTroFWo7IfC2MhjVPwcGP8Z3yzYRa2WHPlfrLjU9Lb/L2Rnj9TikFmHZpkn8NUePd886unplJlU6TgNDvSYk0GKDOL4Gvub2+w3NnTCwh22YOSYQ3PwctR3DPvo6XN1azeEqpBJa5Q1hxyoM86D1H/vYTz5freQ9o9wTkwWFYzaa48uA3t9ZQ2+zmMzOHs3bfMZbe/R43/WNN8Bqi6D0y5+o8UGiphVd+AOXzYfY1MP1ztOJg+iGxRfd0lWmt3S6PgzsJWodMlgn2l9+F0kDAVLFQal17oR2O0Z7H45NMa/TFYcBydCf43Cpo7S7OQqkFTnSxRdfFhKxkciDgjUHBSGg4IAsKXeHzwnNfA2cRXPtK6HyrOBX2vi/yrmi2vQybnoHTvgODxsq2nMFw1X/hmpdgwnmJ/S6KpBhRlB0pDwapa42RaXV50jTTqug1jFZije1y3nfZUi6NCDdiMtRYeQMs01qYbeOD75/BKeMSKLMxmSNNe0omyOORUElHvtOKu7VJ7tEn3QJfeV9cfg9vhU/9CBbcKDtWLJT+oCv+FLre1+7E9uKtrPePYpl2WuK/xMyrxIhv83/h3d9Ay2Fxv+1Greb7O2v55Utb+cvbO7veuTM0LZBtBYanRpp8xBfI1rZ1DFodVjPnTCnlxY2HcHl9cq8uHssbrkk0u7xcOCNUq3zW1HLu9F7N07MehjN+3ONxtbpjBa1ahMFZNI+v2k9pnoNfXzKN5d87na+dMY4XN1Tz9+WVPR6PIj5pcmdWBHnlB7Ladv5dsoLkLOBVyyKmH3sNf/NRvP4ujJiMoLWzTCtIfUe4SdOoHrYQiYMx+XN5paZV9WgNkKRzsCIGo06VemxPW9f77vtQ5Njzru98IlAwQmqcGg90fbyVfxPH3yW/kkxrcEwL5aZsfL4GrmZ44VsweCKcdGvkc2aLBNLKDbZXqCjOor7VE5l5yB0aN9OaNkFrc7Xq29vLGJlWo44xk9yDw42YmgJB90CTB/eI4nGgmSN8CPIcFoa7dwO6uNeXToEL/wQ/OCg1qgaaJkHt0Z3iFOxqou2xy2n1mbjJ+03ufmcf/kTNfEYskLG8/0f48K8w4/MyT+sG66tEqvrYir3Ut/QgETH1UrDlpqwN2zG3GRc2aIttXnXhjOE0tXtZs+Itua/PvZ7/rjvEoBw7J44pDu5XXpTF1OH5PLJ/sGSpY/DXt3fxxOr9CY2rLVweHCDa4CycQw1tvLP9CJfMLsNiNpHnsPLNs8Zz9qQhPPh+pcq29jKZc3UeCDQfgfWPw4k3hVYAgZecS7HqHvxrHwGIb8RUu10uNLlJNJ4feTKg9YpE2BbmHtysMq0hajaCyRp/cUERn1GnSrZ67/vx99u/Cp66RrKz8eRWhQF5WVdmTPV74c2fwbhzOtrqG3Wpe96L3L7yb9BYJfK0BHrHKVKH4SC8L8JBeFhM9+BgTWs6SES9LlkAyVFBa2/iCMqDjUxrGnz2CWLIGP1+PThZzhlg7sE9wuqQOsbwoNVpZZIWKBMpnRbaN9ZixqSLIH8EvH8X+rM3Yzu2ix9avsUtn17EzsPNvLypOrFxaBrM/LzM3yyOHmUQ11c1UJhlpcXt48EP9nT7OFScDD+oCvUw7yEtLq84CLd2zLQCnDymmEE5Nmrf/DNtOLj0owre2HKY86cP7WDeuXhKKZ/sP8ahho4L1m9ureFXL2/lu0+t55EVe+KOSdd1WpOUBz+1ugq/DpfOKY/Y/tVPjaWx3cujH3azA4EiITLn6jwQaKySx7J5EZtrs8aw2T4N05r7MeHHGm8l+EjAOTiZrE1WkawmqBZOuAAAIABJREFU9oIZU3jLm1a3lxyVaRVqNolMSQUw3WfUqWDNDjUYj0bXxYHwwSVgtsEXnotvKGHcnOPVteo6vPBNQIPzftfxPMsfLv2Qw2ttfV5Y9QCMOi2yd7KiTwj2aq0LdxAeCu4mcEW2X0grI6Zmo91NSf+O4zgnKA9uM2paM0fxYHxPPX6/yrR2l8ETYgSte/DZC0Kt0DrDbJEkw/4P0TY/yy89l3PaORdzyexyRg/K5u43d4Z6inbF9M9JwuFTt/eojn3DgWMsOqGExZNLeej9ys6dkPuYJpeXFnNuTHkwgMVs4o4zh7JEX86HuWeRm1/MmROH8MWTKjrsuzjgEv1YVIDY1O7hh89sZPyQHM6cOIQfP7uJx1d1vgjt8en4/HrC8mC/X+eJNfs5cXQxI4ojTTGnlRVw2vjB/H15Ja3uBEqMFN0iDe7MiiBGT74oOViWzcxz9qWYGvZzhmlt/Jtq7faOjZYTobstRLrAagkFrS0uZcQUpHqjkgb3FKsTxp4BW1/sWEPq98Pzt4oL9+jT4Ia3ReoVj7wyQIufad34H3GPPONHUFAee5+KU8QN2Ghav/0lWZDqzABK0auMKIrVqzXgHh2VbXWlU9Dayf1AkVqcUZlWSwZlWg1FgNvrD2ZaVdCaJCWToG53sMwk32llkmkvbcWTElv8n3kVeu4wXjOfyjvFl/HZOeWYTRo3nT6WLYcaeXPr4cTGkTsEvrMzVDMLiQe8AWoa26lpdDF1eH4o87ci+cyfruvc/14lJ//yTf7vte1dBr66rnc51haXlzZLfqfyYICl3tex4uH0q27n/i/O5Z6rZgcXHcMZMziHC6YP489v7YrIpv765W0camznlxdP489XzuS08YO57ekNPPNxVcz3a3PLPdoZNS+NbiVl8OHuo+yva+OyubHv/bd8aix1LW7+tTIxabIieTLn6jwQaA5ISaKMN3LsFt7S5+K353GaaV0wEOxAe6PUaXXHIr2iGy1EEsAIsN1enVa3ankDiH1+00FlwpQKJp4v582BqO/tjldg7cNSc3TFE5F1p51hsUHecJH/dsYHd4uZU7wAtOJU6eFXvV7+v/JeyC+X3neKPifbbmFQjj3SjKlkkjyu+2fEvmnlHtzJ/UCRWjq6B2dgptWnh2ValTw4KUomArqo1IA8m8YEbT+N+RMTe709h0fmPM31LV/m++dNCkpZL5wxjLJCZ4dsa7vH1/mxrI7gj399exfz//cN3t1+JOFfxahnnVaWz5Th+Zx+wmDufy925u/jffVcdf9HzP7pa/zh9e3B73+zy8tX//UxP122GbvVxB/f2MGpv36Lv769i6r6Vg41tHGooY3dR5p5cvV+vvn4J5z4izeZ979v8MB7lZ3+fi0uL+2W/E4zrfh90ve2YmHgM4nP7y6dHpFNXbWnjkc/3Ms1J41i1ohC7BYzf7tqNgtGFfPNJ9Zx/t3v8YsXt/D2tsOs2HWU37+2nWseWglAjr2jPDhWpvXx1fvJc1iCmd5o5lQUsWB0Efe+u0sMpWLg8+ud1ssqukYtyaUTxsp61CQly2ah2QPe3DJKW+uo62wluHaHPMbq0doVI0+SJtJ7lkstQ4owJn9un58W1fJGqNkkjyrT2nPGnS09N7c8D+VhsvqV90oAesYd4hiZKAUjOs+0Htsv5ktn3hn/mIZxReVyqU+qfBfOvKPrJvOKXqMiuu1N6RQxO/ngbphySdBJPVTTmgaLa02BoFVlWnsVp03uUZla0wpGpnVgugf3GCNAOrwFhs2gxLUPh+bhSM4JxOjmHUF9i5t73t3FQ+/v4ZSxg1k0fnDwOavZxI2LxnD7Mxv5v9d3UN3Qxge7jnKooZ3bz53ItaeM6vS426qb+P1r29A0jasfXMk3zhzPV08fi8kUf0FlQ9UxTBpMHiZGm1/91Dgu/usH/PXtXSyZIj4nje0e/r58N69vOUxRto0pw/P5w+s7eOiDPVx9YgXL1h+ksraF7y2ewJdPHc2mg4387rVt/Orlrfzq5a0d3rMo28aJY4o52uziJ8s2c++7u7nljLFcNqc8QrXQ7PLizsuH1o7HAGD7K9CwD875edzf0cBqNvHnK2dywyNruO3pDRRn2ykrdPLtc0I+IQ6rmfu/OIf7l1eyfGctD7xfyd/e3Q2ASYOpZQXctGgMiycPjTp2R3lwQ6uHlzZWc/nc8g7GTeHc8qlxXPn3j7jv3d18aoLM5d0+P5/sq+f9XUf5cPdRdB1+dfE0zpuWhPeMAlBBa3rRXC0tNKLqHLPtZlrcXrzZpZRqu2nuNGhNwDm4M5wFYjpQuRwW3Zb86zvBuKm2ub24vX6ylRFTKAOnMq09x1kgta1bl8FZPxE5V+0O2PUmfOqHyQeKBSM67/1q1M5OPD/+MXJLxQlyz3Ko3wNmO8z8QnLjUKSUEcVZfLDzaOTGs38K218WGfl1r4LJHAxa7dY0CFyaD8tCYvbgrvdVdJugEZPLcA/OnExreEs5I2jNUUFrchSNFs+DQNubwiZ5POgcx/ROXtLs8nLvu7t54L1KWtxeLpoxnO8vmYAWJSe+ZHYZd7+xk7ve2EG+08qC0UVUFGfzk2WbsVlMMXvL+vw63/3PenIdVp6/5RR++8o2fv/adj7eV8+tZ45ncK6d4mxbzMBpXVUD44fkBuu0Z48s5KQxxdz95k7ufjOsF63DwnfOOYGrT6ogx25hQ1UDv39tG398YweDcmz840sLgo69U8vyeeiaeXy8r55t1SEPAJNJY1pZPuNLcoPB9Ac7a/nNq9u4/ZmN+Pw6XzixIuJv5rUXwrF68YaIll4bC80nnNvJX70jRjb1mgdXsWL3UR65dl6HxEiWzcItZ4zjljPG0eb2sXpvHW6vn7mjisjrRJVgMZvwRsmD39p2GLfXz8Wz4tc5nzSmmFkjCvjtq9v57avbI54bUZTFeVOHsr2miZv/uZa1+0Zx25IJwXnysVY3hxramTg0L+G/wUBDXd3SiaaamKvqWTYLLS4vnqwhDNFWs7fToHWbZJ2KOl/Bi8uohfDR36S2w+rs3jGiME5Go91E1kA3YnI1w4q/iMS0B2YLijAmLBVzpMNbYMgkWHmfTEJmfTH5YxWOFAdvr7ujSdbWZdKypnhM18epOAU2PCk356mXQHZx169R9BoVxdk8vfYA7Z6w9gZZRbD4l/D0l2DV32H+l4OSrrRwD26uloA1GaWAImmia1ozKdNqC1MyNbV7MJu04O+jSBBzwMU/YMaUU7eZdt3KAVPs4GRrdSM3PraWytoWzp1ayjfOHM+4IbFbr9gtZp78yok0tHmYODQPs0nD7fXzlcfW8MP/bsRmMXVwoX3w/UrW7T/GHy+fwfACJ7+/dDqzRhbyk+c38da2kFS4NM/Bs189mSF5IinWdZ0NBxo4c2Kkcdtdn5vJ6j0hSa5Jg/mji8l3hgK2qWX5PHjNPDYdbGBInoNBOfYOv8vMEYXMHFEY7y/JSWMH8fSYYub87HU2H2wMbvf6/LR7/PgdBeD3SE/a8HY1R7bD7rekD26SC80Oq5kHr5lLZW1Ll8Ge02Zm4biuFwGtZlOwVMSgLtA+qCJGjW04mqZxz1WzWbv3WHCbSYOJQ/MoD/gruL1+/vfFLdz/nnzWs0YW8sGuWjYdbETX4Y+Xz4joTasIMcAjiDSjuTpm/VKO3YzHp9NqL2Go1ohN66QovnZHYNWwmzUtFQtFLrd/pZjXpIDQCpKMecBnWt/6uZjyXPJAf4/k+GHCedIDdesyMUf65J/SiianGxmqghGALp9R0ejQ9paj0lpn4bcSO86ohbDmQfl53vXJj0ORUoy2N/vrWhk3JJc2t4+3tx3m7MkXY173L3jjJzDhvPRyD26qUfWsfYCxiBFyD06Dzz5BbFHy4FyHpUO2T5EAgyfA/o8AsB7ZxHq9nGOujkY8z3xcxfef3kCew8rjNyxg/uiuFyPLi7IID0ttFhN/uXIW1z+ymu/9Zz3N7V4umDGMQTl29te18rtXt/OpCSVcMF3EyZqmcdWCkSwaP5ht1U3UNruobmznD6/v4N8r93PrmeJhcuBYG3UtbqaWFUS8/6Ace6c1mNEYsuKeoGkaZUVZVNWH2tG0uGQx0O8IeEu01UcGrav+Hlhovrpb7+mwmlOanbTFkAe3uGRRy5nAHLYk1xH3b26zmLjjgsnMGlnIbf9Zz/qqBmaNLOAbZ47n3e1HuO0/G5hQmscJpbEXQwYyKmhNJ5pqYkp7DblDg3UwQ4Fsz1EgRu+sI9u65xxsMOJEabS9572UBa1GTWt963GQaf34Mdj8HFxyf6dNreNyYA18dA/MuU61PkkluaVQNlfqWp2F0sqku069BQG5Vv3eyKB1+0ug+yWrmwhGv9ayuTBsZvfGokgZhoPwnqOtWMwmbnxsDVurm/jPjScye+nv4c8L4LUf4y78PpAmQWtztapn7QOi+7RaMtKISfqgK+fgblIyETY+Be2NaNXr2WmaHeGYq+s6dz6/mYc+2MP8UUXcfcVMSnIdcQ4YH4fVzL1XzeHah1bxk2Wb+cmyzZwwJBe/rmM2afzsoikdFh/Ki7KCmTqANXvr+feqfdx8+hgsZlPQhGl6Wc8Dz55SXuhkw4GG4P8N6b0pKxBQt9aFWsy5mgILzZ/p3kJzLxBLHtzi9mEzm1J6b7hg+jDOmFCCSdOCwfDlc8s57+73uPGxNTz71ZOVsVoUaXBnVgAiI2yOvbJuOO7Wm2VVL8cVw0Ld54H6yu7Vsxo48kRaXLu9630TJCQPFmlFRmZavS54/uvw7M3iSrvu38kfw+eB526Vz/fM/0n9GAc6E5dKrfB7/ydB4vDZ3TtOsFdrlBnTlmXSRH5oZ1VOUeSUwFk/Ffmpot8xJF2Pr9rHBXe/x64jzQA0tnmhsALGnQXVG3D7/GhamtQ1qkxrn2A2adgspoyUB1ujWt7k2tUEt1sYbuI7X4f2Y+yxjg2WNAHsPNzMQx/s4XPzRvCPL83vUcBq4LSZeexL83n25pP53uIJlOTZqW5o58dLJzGsoOvyrCvnj+BQQztvByTD66sasJq1tMjOlRVmcfBYGz6/BH5GptWUPUh2CHcQXvfvni009wKx5MGtbi9ZvdD9IttuicjeluQ5+NPnZrK3rpXvPLk+6bZHxzuZc3U+3mmtE61/JzWtADWItMLZHiNordsNfm/PMq0ghfCNB3p2jDAMowhDHpxx7sGNB+Gh80TqefLXYegMqZlM9kLy4V+gZgOc+xtw9P9K6HGHkQFtPCA3v+5K5PKGi9rgWFjbG1eTGDtNOC+54578NSib071xKFJKQZaVXIeF17ccZtTgbP52lSxqtAb69GHPA3cLbq8fm9nU/xJLvw9aDqtMax/htJqDk9RMankTDFp9fhrbvcqEqbuUTJDH9U8AcMg5PigXB4JZw2tOrkhpH1+zSWN6eQE3LhrDo9fNZ8Od53BpJz1Aozlj4hAG59r558p9gTEeY0JpHnZL/ycGygqdeHw6h5vaATFhArDkGPLgQK9WXZf51LBZUNbNheZeILY82Ed2H81f548u5rbFE3h5UzV/X17ZJ++ZKSR99mmaZtE0bZ+maW8H/k3tjYENOOL05MsJSGoP+Y2gtabj64POwd3o0RpOfjk0xG7E3B2sQXlwINOaSX1adR0ePFcMGi59BM66E+Z/WQyvKt9N/DgtR+GtX0hg1ZXzrKJ7FI+R1XJnkciMuovZInWx218R91aQ1XefS7K5iozEqAv70imjePIrJzKuRLIRLUb/QnsOuJpxef3pIQ1uqRU5usq09gnh5kWZlGmN7tOq2t10k4IKsDhh52uARl1OZKZ108FGHFYTowfFN+HpS6xmE5fPLeetbYfZX9fK+qoGpqWBNBgIypj310ldqxG02nPDMq26Du/+RuZTaZRlBZEH6zrBTDFITWtfzl+/tHAUS6aUsq2mSWVbw+jO1Xka8C9d1xcF/m1I9aAGJHF68mUFpAM1nixcuhV7W4xMa6Axdo/kwQD5w2Usvk7MnpLEFm3ElEk1rcf2ieT6rDth0oWybfJnJDBaeW/ix9n2Injb4NTv9M44FcKn74HP/TuiQXu3OOuncHQX/O00qFot0uCsYqn5VmQs3108gR8unYTdYg5eU9uMTKstG9zNuL2+YB1+v9KserT2JeHyvLSQhieILVoerOrfuofJJNlWvxcGjcORnUtjQC4OsPFAAxNK81KaZU0FlwWysr96eStN7d60CVrLCkXeXFUvvbENEyN7XsC4qn4vPP55Maaccok47KcRxsJVeLa1xe3tU6Wgpmn84fIZ/OaSaf2v/EkjunMGLgCWapq2UtO0+zVNy6AoJI0xsjoxa1oDRkztXmr0Auyt1R1fX7sDcod1zyAonPwyxD31YM+OE6Cje3AGfV1qNspjaVgdo9UBs6+WQPTY/sSOszXJekhF9xg6PTUGV5MukL6dZis8uET6s56wRLUeOY4wrqlBebAtB3Qffk97erS7aQqoaXJU0NoXGGZMFpOWURPEcCMmwz1Y0U0GT5TH0mnkO63BTKvfr7P5YCNThqdf78yywixOP6GEZesPATAtyjm4vxheYAStgUyr0UM4K0uutR/cBdtegnN+ARf/vfsdL3oJo0QgvK611e3rc6Wg3WLOqOtRX9Cdu/Mq4Exd1+cBViDxTsCKzokjDzayAvWtbqopwtoaSx68DQb3MMsKUtMHKatrNZs0zCaNYwEjpt4oZO81ajYBmjgLhjPnWnlcnUDbGlcT7Hor+XpIRf8ydBrc8La4AHvbYNKn+3tEihRit5jQNDHXAGQiBWjuFuzp0OcymGlV8uC+wGmVqVAmSYMhbHLtVe7BPca4z5dOJc9hDda07q9vpcnlTUk7mN7ginliHuiwmhhXktPPoxEcVjMludLCB0Ly4By7RdQj2YPh6ufgxJvScl5kXAfCHYRbXN7MSrocp3TnE1iv67or8PNqoEMRpaZpNwA3ANhstu6PbiDRVCMTJ3vHi45R03qs1UONXsislqhMq65LpnXGlT0fR37ABCCVda1mjXaPrFhlpcOEMFFqNoqbcvRnUjACTjgX1j4Mp30vvhxV1UNmLllFcOWTcHgzlKrS/eMJTdPItlnCjJgCQaunGZs5DSanwUyrClr7AkMenEntbiDcnd+Dz6+To9yDu4+hhBo+mzyPFZfXT7vHx8YDjQBMSdOg9fQJJQzLdzC80JlW8uWyQmco0xoIWrPtFrjiCTGjNJyE05BY8mDJtKqgtb/pzjf8UU3TpmuaZgYuAtZF76Dr+r26rs/RdX2OxZJBH7Kuw+53kneGTQXN1Z1OUIzepg1tHqr1IszN1ZFjbDwI7uaemzCB1LRCSoNWQ25nt5jS6qLaJdUbYcjk2M/NuwFaj8KmZ+IfQ9VDZjYmswpYj1OcNnNYplUMVsyelvQwYmqulp7DFnt/j2RAYBgxZVqm1ai/PtoiSiaVae0Bo06FL70JFaeQ55Tgv7Hdw6aDDVhMGuNL0yOLGY3ZpPHwtfP49SXpVX5UXpRF1bFQTavdYpLzq3hMWgesEKlgMGhxeYOqR0X/0Z0r9E+AR4FPgBW6rr+e2iH1I7vegEcugH0r+v69m2o6Nd0wbqjHWt1U64VovvbIPleGc3BP292ATN6chakNWgM31oxapXK3SBuhIZ0ELKNOFdOrjx/r/BheN+x4VdVDKhRpSLbNHFbTGghavWkStDZVq3rWPsQRDFozM9Na1yLiNxW09gBNk7Yrmka+EbS2edh4sJFxQ3LTopVMZ4wbksuoNHI2Bsm0HjzWjtfnp8nlDSoGM4GgPDjcPdjtzaw57HFK0ndnXdc36ro+Tdf1qbqu394bg+o3jgSCP8OJty+Jk2k1mzScVjMNbR5q9ECfq6ZDoR2C7W5SUNMKkFeW4l6t8jXLqFWqw1sBvfNMq6bBpItg3wfSniIWle+CqxEmqDY3CkW64bRZgk3vsYmBncXbmh5GTM01qp61D3EGjZjS4LNPAmOB5WizZFrzlHtwSjBaBzW0edh0oIEpw9LPhCndKS/MwufXqW5sp8WVWT2Eo+XBPr9Ou8efWXPY45TMukL3NnW7Ix/7kjiZVpD+pn4dqvVC2dAYFbTa81NX/5RfluKa1kCmNZOK2GsCnZw6C1pB6lR1v7jgxWLr81KnPHpRqkenUCh6SLbNTJsnUh5s8bamR6a1uUZlWvuQzM+0KnlwKjEyrdtrmjna4mayClqTpqww1Ks100yMouXBRhlJJmWLj1fS4O6cRvRX0OpqAk9L3KDTkCVUY2Raw1rSHNkm9aypcmHLH55yIybIQOdgWy4UjOx8n9Jp0spm67KOz/l9sPVFGHtmz/uGKhSKlOO0mUOZ1oARkzUd5MF+v8iDVaa1zzCMmDKtptW4txpBayZls9IZo6b1/Z2iopoyPD1NmNKZ8F6tTe2ZmWk15MFGGUlf9mlVxCazrtC9TTBorezb9zWcIuNkWo2T5agWCFojMq07UlPPapA3HNqPgas5JYezBWpBMmmljZpNMGSSNB3vDE2TbOuut2ThIZyqVdByGCYqabBCkY5k2yy0hfdpBaz+tv4PWltrwecOObkrep1gn9YMC1o1TcNmNoUZMSl5cCowMq0f7j4qt/mhKtOaLMMKnGia9GptcWdmTashDw65H2dQ4uU4JbOu0L2JzwPH9gGaBK/JOgi/dBs8clHo37M3i5lPIsTp0WqQHVgJ1s02caM1Mq3tDfL6VDgHGxiTpRTVtdoCq8EZc8Lrenzn4HAmLJWWNjuj/Mg2PwsmK4w7q3fGqFAoekSWzUxLVJ9Wm6816MjabzTsl8f8sv4dxwDCqGm1ZZg8GCTbWt+q5MGpxKgNrm12M2pQtjLg6QY2i4nSPAf761tpbs+0oFWuA0bQ2upSmdZ0QQWtBsf2ge6DYTPA2ybyrEQ5sh0++qtIat0t0n7m48fg7V8k9nrjveJlWgMnvNVsgtxhoUxr7Q55HJTCTGuK295kXE1rQxW4GmDIlK73HbEAsgbBludD22p3wqr7YfJF0o9MoVCkHVl2cyjTarGDZsbmT4egNbBYmDe8f8cxgHBa5TPPtEwrSHCg6yL8ycmUe2yaY7OYggsZk9O0P2smUF6YRVV9G82uzOpxaglmWiV5ZSxuZisjpn4n867QvYUhCR57ZuD/SdS1bg0ELFc/B196Db70Osz+Iqz4Mxz8pOvXN3fdSD7HbqwEmyBvaCjTajgdp8o5GEIr/CkOWjOmprVmkzwmErSazNLSZvur4HVJlnbZ18HigLN/3rvjVCgU3SbLZgllWjUN7Dk4/G397x5sXHdVprXPMGpaLaZMzLTK9zXHZsGUgeNPV/KcEmQp5+DuU1bo5EB9G80uT3AOmwkY9wBPlBFTJgXexysqaDUwgtTuBK1blsHw2ZA3LLTtzDshezA8/zXweeO/vrkGzHbpj9oJhixBMq1DwzKt20WGWliR+Hi7IncooKVOHmxJ40yrqwnuOwN2vx3aFnQOnpTYMSaeD+4maXHzyT9gz3I4+yfKSEWhSGOybGbaPX58Ri8+Ww72dKhpbTwA1qy49wNFajFqWvv9s+8GwaBVSYNTilHXqkyYuk9ZoZNDDW20e/zk2DOn3toSkAd7/UZNqyhyMqbE7Tgm867QvUXdbrBmS/BpsiQetDYcgINrpbYxHGcBLPkVHFoHH90T/xhNNZJljeP+a8gSrBZNguPWWsns1W6H4jFgTuENy2yVwDXVmdZ0DFoPrYcDq+HZr4aMp2o2ySKAPTexY4w6TWri1jwEr9wOI06EmV/orRErFIoUYPTca/OEzJgcehoErQ37RRqcKjd4RZeE+rRm3t/ckLOretbUYtS1qnY33aesKAtjTTCTAj5jzuoOyINbA0ZMaTmHHWCooNWgbjcUjZaArWBE4kHr1hfkMZZL7KSLYPwSeOvnUL+382M0d93eILKmdahsbKqWoDWV0mCDFLa9sVnS2Iipdrs8NuyHt/5Xfq7ZlJg02MDqEMOlrcukpvn8P8Z3HVYoFP2OMQExpF+6LZts2rGZ+/k61XBASYP7mKA8uL+l4d3AmGAr5+DUUpRto6zQSUGWrb+HkrEYbW8gsxZVouXBLQHvg7RUCw4wMu8K3VvU7YaiUfJz0egkgtbnxQQplnuvpsF5vwXNBK/9uPNjGJnWOBjOa1LTGpAhH9srtbi9ErSWDYxMa+12keLNvkbMtPZ+AEd3JuYcHI6xaLHwW6ltP6RQKHoFI9NqOEP6rTlkae1pkGmtCpnhKfqEkHtw5k2JbCrT2it8d/EE/nTFrP4eRkZTXpgV/DmT6kGj5cHBTGs6Jl4GGJl3he4N/D6o3yPBKgSC1squ29601sGe96VXZ2fkl8HcL4m7bGdBYHN1XOdgCE2wIjKte94Xx+PeCJLyhkttVbKtf2JgTATSNtNaPBbOuhOyS+Dxq0D3J5dpBcmqX/oInPrt3hmnQqFIKaFMqxG0ZpFDPwetXrd4HKgerX1KqE9r5smDjfYcKtOaWsaW5DCjvKC/h5HRDM13YA5I7jOr5U2kPLjF7cNmMQW3K/oP9QmABJN+T2TQ6m6Cltr4r9v+sgSN0fWs0cy5FtBh9YMdn/O6oK0ecuIHrdlBIyYtlGk1zINS2aPVIL8cvO3QejS0reWoBOpJYrWkcab1SEBe7ciHc38jtcKQfKbVZIZJF4q8XKFQpD3BTGtAHuyzZJNFe/+2vGk6COiq3U0fE3IPzrwpUdCIKYOCAsXAwGKWXq2QWd/PDvJgl1e1u0kTMu8K3RsYUuBg0DomcntnbFkGeWUwbGb8/QpHSm3rmockSA0n2O6mJO4hDFmC1WwSV0mzXQyEAIp7I2iN6tWq6/DIhfBE8gZDwUxrup307lZo2BfKVE88XxYgnEVQOKp/x6ZQKHoVQ/lhZFq9liyytX42YjJ6tKqa1j4lKA+2ZF6m1fi+5ikq6OVYAAAbWklEQVR5sCINKS+SutZMlge3uL3pmXQZgKigFWIEraMjt8fC3QK73oAJ5yXm8jjvesnibXomcntTIGjtQh5snPA2i0neL28o+L0SNNtzun7/ZInu1brnPWkFs+9D+d2TwJAvZaXbRevoDnk0MtWaBhffD19+VxkpKRTHOU5rpBGT15JNNq7+zbSqHq39QlAenIHXfVvQiCnN7q8KBVAWqGvNpEyroV7wBN2DfelZ3jYAybwrdG9QtxssjlCtaMEIMU+KF7TufEPks/HqWcMZvUgyoivvjdzeXC2PXRgxGfLgoCV/bkAiPLgXTJhAgmEI9Wo1xu33SOCaBMZKcNo1l641gtawmmCrAwpUPZlCcbwTnWn1mLPI0lzYTD2v4+82jYGgVcmD+xQj05qJNWshIyZVmqJIPwwzpkxaVDESLW6vyrSmG5l3he4N6ipFDmqsslpsUtMZL2jdukxkpCNOSuw9NA3m3QAH1kDVmtD2pkDQmowRE0imFXrHORgge5BIkBv2i2Rt6wtiKGWywJ7lSR0qbd2Dj2yTxYniMf09EoVC0ccYdYwtwaBVZGxOXJ2+ptdpOCD3FVtW1/sqUoaRXbdmpBGTyrQq0pfL5pbzs4umZFTrIE3TsJi0kHuw25dRmeJ0RtO0+zVNW6Fp2g+783oVtEKoR2s48dre+DxiwnTCEjAn8UWefjnYcmDVfaFtzTUSOGUPjvtSQx5smBoFs8K9FbRqWqBX6wFY86A46p70NRg2S6TCSWAN1rSm2Ulfux0KK8Bi7++RKBSKPsa4HrUF5MFuswSKTr2138ak2t30DyaTxqVzyjhp7KD+HkrSKCMmRTpTmu/g8wtG9vcwksZqNgXlwS0ubzBxpOg+mqZ9BjDrun4iMFrTtKQNedRVzu+H+koYe0bk9qLRsOnp2K/ZsxzaG7p2DY7GkQfTPwdrH5aMpabBvo8kYDXFPyEMKVuwj5zhINxbQSuIRK1ut/y+JywRQ6lRC+G9P4CrCey5CR3mrGHtjBrzEXmOJb031u5Quz1SGqxQKAYMhiS0JdCn1WWSoNXhb++3MdF4QMpTFH3Ory+Z3t9D6BZKHqxQpB6rWYuQB2eSkVQaswh4IvDzq8ApwI5kDqAyrU2HpDY1Vqa1rT52i5cty8CaDWNOT/79Ftwo0uOdr8OO18DVCCec2+XLIlreAIw6FUacCMNmJD+GRMkvh0OfQMsRkQYDVCyUNj9J1LWOP/As5x74I1rToV4aaDfw++Dozt5pF6RQKNIek0nDaTXT5jGCVpEH2/s107pf1bMqksIW7NOqJtUKRaqwmk0hebDLpzKtiWPRNG112L8bwp7LBgJGOdQB8c18Yh08FSPMaKKdgw2M/9dXQlZRaLvfL/WdY88AqzP59yseA19bm/TLOhhFlE6Fa19O/v2TwZCpFY+F0YEAvXw+mKxQ+S6MOyux4xzbK4+129NH+la/B3zuULsbhUIx4MiymWlxiTy4XZN+gv2WaXU1iYJHOQcrkiDU8kZlWhWKVGE1m/B4A/JglWlNBq+u63M6ea4ZMAKnHLqROFWZ1q6C1rrKyO0HVovj78Tze39sYZhMGnkOS9+u9hiTp7nXh0yqbFlQNjc5M6Zj++Sxdntqx9cTgs7BvSivVigUaU2W3UxbwIipTRN5sM3fT5lW1aNV0Q2UEZNCkXqsFg2Pz4/X56fd408/T5bMZA0iCQaYDuxJ9gDqU6jbLZnD6IlCYQWgdTRj2vK81KOOO7uvRhjkvi/MYWRxdt+94bizYdbVMPPKyO0Vp8Dy30pWwJHf9XHqwzKt6ULtNnlU8mCFYsCSZbXQEjBiagtkWu2+fgpaG1WPVkXy5Dqs2CwmclTQqlCkDKvJhMev0xooH1F9WlPCf4HlmqYNA5YAC5I9gMq01u0Wg6FoIySrI2REZKDr0upm1KngLOjbcQLzRxdTmu/ouzfMGwYX3NXRcGnUQnET3vtB18fwuqRuGKTFTLpQux2yS8BZ2N8jUSgU/USW3Rzs09qqiWrJ2l9Ba4Pq0apInisXjOCpr5yYkT1mFYp0ReTBfloDRn1p17IxA9F1vRExY/oQOF3X9YZkj6GucnWVHaXBBkWjYO/7ocnE4S0SxCbrGny8UTZPergm0vqmoQrQweIMSXLTgSPbVT2rQjHAybKFBa26LAhavP0oD9ZMoXZmCkUC5DmsTCvr+0V0heJ4xmqRPq2GEkdlWlODruv1uq4/oet6dXder4LWaZ+FKZfEfu7Ub0NrPfztNKhcLllWNJhwXp8OMe2wOqB8npgxdYVhwjRqodQCtye9sJJ6dD3Q7kZJgxWKgUyWzRIKWgkErf2Zac0dmlzvb4VCoVCkHIvJhNunq0xrmqGC1pNvhemXxX5u9CK44S3IKoZHLoSP7hETotzSvhxhelKxEKo3QPVGyVbXVYKrueN+hgnT2IDT8JE0qGttOQLtx1SPVoVigCOZVllJd/k02nQbZm+M61hf0FilpMEKhUKRBtgC8uBml8q0phMqaO2KQePg+jcku9p6FCZd0N8jSg9GnwbocM/JcNcM+XdfjL619XvFuGr0afL/dDBjMsagMq0KxYAmPNPq9vlpwYHJ3Y+ZVmXCpFAoFP2OxSzyYGNRU7kHpwfqU0gEey5c+ojUt5bP7+/RpAfl8+Hyf0J7o/x/15uw4QlorYvsa3tsn0zEisaIS3NtGpgxGYZQqqZVoRjQZNnMtAZW0l1eP604GOTuh0yrrktN60AvPVEoFIo0wGo20eL20eJW7sHphApaE0XTpNWLQtCianuzB0vQenhz5N/p2F4oGCl1WsVj0sOMqXYHWLOVFE+hGOBk28y0enzouo7b6xcHYXdL3w+kpRZ8Lsgv7/v3VigUCkUEIfdgWdRUNa3pgZIHK1LDkMnyWLMpcvuxfVAwQn4eND492t7sWwElEyXwVigUAxanzYKuS5bV5fXTjhPcTX0/kEbV7kahUCjSBavZcA8OZFpV0JoWqKBVkRpyS8FZBDUbQ9s8bdBcI5lWkKC1fo/0bu0vqtbAoU9gxuf6bwwKhSItMCRfLS4vbq+fdlM/ZVobDsijqmlVKBSKfsdqNuHx6bQYmVYlD04LVNCqSA2aBqVTxE3Y4Nh+eSwMBK2DTwDdJ71u+4uV94I9D6Zd3n9jUCgUaYHTKhORVrcPt89Pu+aM7YLe2xi9wFXQqlAoFP2O1WzC7ZU+rTaLCatZhUvpgPoUFKljyBQ4vAX8IqcI9mgNlwdD/zkINx+BTU/z/+3de5ScZX3A8e+zMzvL7oaEhIQN94RrIFwihggV5CYUBNoiVQStFrlYqvb02HqUao/1Vu+prdbWoCJ6PPUAVloCVBRFAoohiSICCaIESLgpkgvZJHt7+sczy85uNskyuzPzvpnv55yc2Xnnnff57Wyenf3N8zy/h3mXQNukxsQgKTM629KUr+6efnr6+ulp1Ejr43enrdU69qx/25KkYQanB3dv7aez5ChrVpi0auJ0zYW+zWnPVqhIWgenB5e3mGnUXq0rvg79PXD85Y1pX1KmtJcGR1rT9OCthQ6od/XgdU/CylvguLe6zl6SMuCl6cE9fRZhyhCTVk2crqPS7eC61nVPQKEEk7rS/VJnqo7ZiJHW/j6472tw8OnuzyoJGCquMTg9uKelnLTGWL8gll+bbue/vX5tSpK2a7B68KatfW53kyEmrZo4M+ZAaBlKWl94PCWpLRX/zaYf2pi9WlfdAhufggVX1r9tSZnUURpa07q1d4DeYgcM9KUZGfXQuwWWfx0Of93QMgpJUkO1FgK9AwN09/S/tIxEjWfSqonTuhvseejQtjfrnhgqwjRo+uFpn9SBgfrGtvSa9EfhoWfVt11JmdVROT24f4C+Qkd6oF7FmB66CbqfhwVX1Kc9SdJOVVYPdrub7PAnoYk18yhYc1/6et3jsPcxwx+ffij0dsOGtbDH/tW307sFvnPZ8KnGnXvBuZ+DveYMP3fVbbB6CZz5EWhxmoekpKNyenDfAL2t5aS150XorENRpKWLUoG62afUvi1J0pi0FlroH4i8uLWP6ZPaGh2Oyhxp1cTqmptGWDc8nUYQ9hgx0jrj8HQ73nWtd30GVi5Of/B1zU3/fv8IXHM6PHhTOmdgAH78afivi2Hm0XDc28bXpqRdSseIfVr7i53pgXoUY1qzHNYuT0sWLMAkSZlRLKTfyes39zo9OEOq/kmEEL4KHAncEmP82MSFpFwbLMb0yG3pduQ6rcptbw45o7o2nn0I7vk8HHsJXPAfQ8c3PA3XvxVueBusfTc8/xtYdSsccxGc93kodVTXnqRdUkd5n9bNPf1s7Rugv3Uwaa3Dtjf3XQOl3eFY94yWpCwplfdlfaG796VlJGq8qkZaQwivBwoxxhOBg0IIlmNVMpi0rrw13U6dNfzxzhmw2x5pP9edWfcELJwLP/z40N6vAwNw89/AblPgrBGflUzeG/7yllSF8ydfgF/fDud8Gi74sgmrpG0UCy2UCi1sKlcPjoPTg7durG3D3X+AX30nJaxtu9e2LUnSy9JaHmnt6RtgkiOtmVHtT+JU4Pry17cDJwG/noiAlHOT90lJ6WM/TvdHjrSGAPvNhyfu3fm1ll4DG9bAXZ+Gp34OF14DD9yY1sxesGj0NWfFEpz3L3DImbB7F+z7yvF/T5J2WR1tBTaX92kdaJ2UDtZ6pPWR76UKxfMurm07kqSXrVgYGtNzn9bsqHZNayewtvz1H4CuygdDCFeGEJaFEJb19fWNJz7lTQhptLW/B4rtaWR1pFknp21vNj67/ev0dMOKb8CRfwbnLoTf3gmLToUffBgOOg2OeeOO45jzOhNWSTvV0VpII619A8TWOq1pXbkYJu8L+xxX23YkSS9bqSJpdZ/W7Kg2aX0RaC9/PWnkdWKMi2KM82OM84tFP6FoOjPLU4T3OGD0AiOzT063q5ds/xq/uhG2rINXvQOOvwwuvRX6tqY9FM9baOESSROio61YXtPaT2yrw0hrTzc8egfMOdffY5KUQa3Fod/NjrRmR7VJ63LSlGCAY4HVExKNdg1dc9PtyKnBg2YemwqQrL579MdjTFtBdB0FB5yYju2/AK76CVx1D0w7aOJjltSUOkoFNmzpZSBCKJWT1lquaf3NHdC3GeacV7s2JElVK7Y40ppF1X58cBOwJISwD3AOcMLEhaTcG0xapx44+uOFIhz4R9sfaX3yZ/DMA3D+vw4fieiYlv5J0gTpKBVY190LQKHUDqFQ25HWhxdD+1Q48NW1a0OSVLXWyunBjrRmRlUjrTHGDaRiTPcCp8UY109kUMq5vY6E9mmw97ztnzP7ZHj+0bRNzUhLF6XqwEe/oXYxShJp6te6zT0AlIoFKE2qXdLa35u2AzvsnPThnSQpcwarB8PQft5qvKrfNWOMLzBUQVga0toO73kICm3bP2dWxbrWyqJKG5+Bh/4HXvVXUOqsbZySml5HqcC6TWmktVRsSb93emo0PXj13bBlPRzh1GBJyipHWrOp2jWt0o61tkPLDv57zTw6jaY+dtfw48uuTXuyzn97beOTJFLSunFrqnJfKrZAWw1HWlcuhtYOOPj02lxfkjRurVYPziSTVjVGSwEOPGl4Mab1a+Gn/w6HnwN7Hty42CQ1jcrKkG2DI61ba7DlzcAArLwFDjkjfagnScqkyunBnW2OtGaFSasaZ/bJ8MJjsH5Nqhh869+nLW3O/kSjI5PUJDpKQ5+ilwottVvT+tQK2Pg0zDl/4q8tSZowlSOtbnmTHSatapxZ5V2THlsCD98Mq26F0/4Bps5qaFiSmkflp+hpTeuk4WtaV98N3/9Q+mBtPB6+GVqKcNhZ47uOJKmmhietTg/OCj8+UOPsNTdVGV65GNYsS+tcT/jrRkclqYm0tw79QdJWLGy7pvWuz8JvfwRzzk37RVfr8XtgvwVpuxtJUmYNTg8uFVuGJbBqLH8SapyWFpj16pS0bnoOzv83t4GQVFeVRTZKI9e0bn5haD/ppYuqb6SvB57+Jez3ynFEKkmqh8FEtdNR1kwxaVVjzXpNun3VVbDvcY2NRVLTaS+NNj24PNL6yPfSOvv9T4AHb4KNz1bXyHMPQv9W2NekVZKyrrVYTlotwpQpJq1qrGPeAKe8D07/QKMjkdSEOkcrxNS7KVX7ffhmmDQT/vSLMNALK66rrpG1y9OtSaskZV5rS5oe7B6t2WLSqsZqn5qKL5U6Gx2JpCbUXhoxPbhtUrrT/Xt49I60lnX6oXDwGbDsa9DfO/wCAwM7b2TNcuicAVP2n8DIJUm1MDg9uMM9WjPFpFWS1LQ6R9unFeDh/4W+zXDEeen+givTljUrF6f7fVvh5r+FzxwM657ccSNrl6dR1hB2fJ4kqeFemh7sSGummLRKkppWx8iR1tLu6c7934bdpsCsk9P9Q8+EPQ6EpdfA+rVw7Tmw/NpUrGnZ17bfwJb18PtHnBosSTlRLE8PdrubbDFplSQ1rY7KfVoLFSOta+6Dw86GQmu631KA4y9PW9f856vhd6vgjd9M04dXXAe9W0Zv4KlfANGkVZJyYnB68CQLMWWKSaskqWl1VO7T2lqxphXgiPOHn/yKt6RCTZ0z4IofwZF/AguugO7n4cHvjt7AYBGmfV4xwZFLkmqh0BIotATXtGaMHyFIkppW5R8lw0Zai+2p+NKwk6fBu+5LBeRa29Ox2afA9MPSPq7zLt62gbXLYdrB6bmSpFzYs7PEzMm7NToMVXCkVZLUtEqFFgotgZYAxULFmtZDzoBSx7ZPmLzPUMIKqbjSgivhqRWpSvBIa1c4NViScmbxu0/i8pMPanQYqmDSKklqWiEEOkqFVIQJYPcuaJsC8y4Z+0WOfVNKdpcuGn58w1Ow8SmTVknKmb0m78ZurU4PzhKTVklSU+soFdLUYEgVg9+3OhVYGqu23dPU4Af/G1783dDxtSvSrUmrJEnjYtIqSWpqnaUipWLFJ+otVbw1Hn8F9PfAvV8aOrZ2ObQUYebR4w9SkqQmZtIqSWpq7aUCbcVxvh3OOAzmXgB3L4Rb3wt9PSlp7ToKWi3mIUnSeFg9WJLU1DpLRbp7+sd/odd/BSbvCz/9IjzzADz7IBz9hvFfV5KkJudIqySpqbVXrmkdj0IR/vjjcOFX4en7YesG17NKkjQBHGmVJDW1ixccwLrunom74NF/DnsdAT/7Mhx+zsRdV5KkJhVijDVtoLOzM27atKmmbUiSJEmSGiOE0B1j7KzV9R1plSRJkiTVRQhhCvBtoABsAi6KMe5wypNrWiVJkiRJ9fJmYGGM8SzgGeDsnT3BkVZJkiRJUl3EGCs2NWcG8NzOnmPSKkmSJEmqiRDCl4HDKw79MMb4kRDCicDUGOO9O72GhZgkSZIkSdUKIfQAD1QcWhRjXLSD86cBtwMXxhgf39n1HWmVJEmSJI1HX4xx/lhODCGUgBuAq8eSsIKFmCRJkiRJ9XMZcBzwgRDCnSGEi3b2BKcHS5IkSZKqVut9Wh1plSRJkiRllkmrJEmSJCmzTFolSZIkSZll0ipJkiRJyiyTVkmSJElSZtW8enAIYQDYXNNGxq8A9Dc6iDEy1trIU6wloKfRQYxBnl5TY62NPMWal34F+XpdjbU28hRrXvpWnl5TY62NPMWaxX7VHmOs2YBozZPWPAghLIoxXtnoOMbCWGsjZ7H+LsY4o9Fx7EzOXlNjrYGcxZqLfgW5e12NtQZyFmsu+lbOXlNjrYGcxZqLfjWRnB6c3NzoAF4GY62NPMW6rtEBjFGeXlNjrY08xZqXfgX5el2NtTbyFGte+laeXlNjrY08xZqXfjVhHGmVciaEsCzGOL/RcUi7EvuVVBv2LWniNWO/cqRVyp9FjQ5A2gXZr6TasG9JE6/p+pUjrZIkSZKkzHKkVZIkSZKUWSatUkaEEKaEEG4LIdweQvhuCKEUQvhqCOGnIYQPVpy3zbHy8a4Qws/rH7mUXdX2qxDC7BDCLSGEJSGEzzXuO5Cy6WX0ra4QwpJRnn9UCOH79Y1ayr5q+1YI4bgQwg9CCPeEEP6uMdHXjkmrlB1vBhbGGM8CngHeBBRijCcCB4UQDg0hvH7ksYrnfxZor3vUUrZV268+BXw0xngysF8I4dQGxS9l1Vj61lTgOqCz8okhhAAsBFrrHLOUB9X2rS8AlwInAReGEGbXOe6aMmmVMiLG+KUY4+CnzjOAtwDXl+/fTvoldOooxwghnA5sIv1yk1Q2jn51GLCifOw5YEo94pXyYox9qx+4CNgw4umXAj+qR5xS3oyjb02LMT4ZU8Gi54HJdQq5LkxapYwJIZwITAWeBNaWD/8B6CJ9ojbsWAihBPwj8P46hyrlxsvtV8CNwIdCCOcDZwN31DVgKSd21LdijBtijOtHnL8n6Y/wz9Y1UClnXm7fAu4JIbwrhHAJMAv4Zd2CrQOTVilDQgjTSNM73g68yNB030mk/jrasfcDX4oxNt1G09JYVNOvYowfA24DLgeuizG+WNegpRwYQ98azSeBq2OMvbWPUMqnKvvWO4CVwLuAT8VdbIsYk1YpI8ojpjeQ3swfB5ZTnv4LHAus3s6x1wLvDCHcCcwLIXylflFL2TaOfgXwC+AA0to7SRXG2LdGcwrwqYr3rI/VOFQpV6rtWzHGfmBV+e63ahxm3blPq5QRIYSrgH8G7i8fuhZ4D2la4jnACUAEllQeq5weEkK4M8Z4ah3DljJtPP0qhPBh4NEY4zfrHriUcWPpW4PvT9t7b/I9S9rWePpWCOE64Csxxm0qduedSauUYeXqcGcCd8UYn9neMUljZ7+SasN+JNWGfcukVZIkSZKUYa5plSRJkiRllkmrJEmSJCmzTFolSZIkSZll0ipJUhVCCP8UQjh1O4/NCyHMq3NIkiTtkkxaJUmaePPK/yRJ0jgVGx2AJEl5Ud524AagAARgWQjh/4BO0p6ul4YQPgFcUD7/L2KMZ4QQOoBvAHsBD8QY39mY70CSpPxxpFWSpLG7ElgcYzwN6AX2Br4AvBaYFULoijFeDXwS+GSM8YyK5/0qxvgaYO8QwjENiF2SpFwyaZUkaexmA/eXv15GSlwvB74FTAPat/O8w4ELQgh3AgcB+9Y2TEmSdh0mrZIkjd0TwNzy1/OAy4AbgYuBTRXnbQY6AEIIAVgFfD7GeCrwwfJ1JEnSGIQYY6NjkCQpF0II00lrWgPQCnwPeCPwAmmd63tjjPeEEKYB15NGXq8GlgPXAjOBDcAlMcYN9f8OJEnKH5NWSZIkSVJmOT1YkiRJkpRZJq2SJEmSpMwyaZUkSZIkZZZJqyRJkiQps0xaJUmSJEmZZdIqSZIkScosk1ZJkiRJUmb9P+hHFh3AYVNMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['工业增加值'].plot(figsize=(16,6),label='工业增加值')\n",
    "plt.legend(loc=1)\n",
    "df['CPI'].plot(secondary_y=True,label='CPI')\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
